Andreas Holzinger

482 papers A 1B 2C 58Misc 2Journal 181Unranked 161

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	From slides to AI-ready maps: Standardized multi-layer tissue maps as metadata for artificial intelligence in digital pathology. Artif. Intell. Medicine Gernot Fiala, Markus Plass, Robert Harb, Peter Regitnig, Kristijan Skok, Wael Al Zoughbi, Carmen Zerner, Paul R. Torke, Michaela Kargl, Heimo Müller, Tomás Brázdil, Matej Gallo, Jaroslav Kubín, Roman Stoklasa, Rudolf Nenutil, Norman Zerbe, Andreas Holzinger, Petr Holub
2026	J	`jnl`	Implementing physics-informed neural networks with deep learning for differential equations. Frontiers Artif. Intell. Frank Emmert-Streib, Shailesh Tripathi, Amer Farea, Andreas Holzinger
2026	J	`jnl`	OSCAR: Open-Set CAD Retrieval from a Language Prompt and a Single Image. CoRR Tessa Pulli, Jean-Baptiste Weibel, Peter Hönig, Matthias Hirschmanner, Markus Vincze, Andreas Holzinger
2026	J	`jnl`	SilRef: Joint Visual Silhouette and Tactile Pose Optimization for Transparent Object Manipulation. IEEE Robotics Autom. Lett. Jean-Baptiste Weibel, Clemence Dubois, Negar Layegh Khavidaki, Saifeddine Aloui, Mathieu Grossard, Markus Vincze, Andreas Holzinger
2026	J	`jnl`	The System Hallucination Scale (SHS): A Minimal yet Effective Human-Centered Instrument for Evaluating Hallucination-Related Behavior in Large Language Models. CoRR Heimo Müller, Dominik Steiger, Markus Plass, Andreas Holzinger
2026	J	`jnl`	What can artificial intelligence do for soil health in agriculture? Comput. Sci. Rev. Stefan Schweng, Luca Bernardini, Katharina Keiblinger, Hans-Peter Kaul, Iztok Fister Jr., Niko Lukac, Javier Del Ser, Andreas Holzinger
2026	J	`jnl`	When Truth Misleads - Phase-Aware Coherence Detection for Misinformation Correction Across Epistemic Communities. CoRR Heimo Müller, Andreas Holzinger
2026	J	`jnl`	niarules: Advancing interpretable machine learning through numerical association rule mining and 3D coral plot visualization. SoftwareX Iztok Fister Jr., Gerlinde Emsenhuber, Jan Hendrik Plümer, Iztok Fister, Andreas Holzinger
2025	J	`jnl`	A Practical Tutorial on Explainable AI Techniques. ACM Comput. Surv. Adrien Bennetot, Ivan Donadello, Ayoub El Qadi, Mauro Dragoni, Thomas Frossard, Benedikt Wagner, Anna Saranti, Silvia Tulli, Maria Trocan, Raja Chatila, Andreas Holzinger, Artur d'Avila Garcez, Natalia Díaz Rodríguez
2025	J	`jnl`	Class imbalance in multi-resident activity recognition: an evaluative study on explainability of deep learning approaches. Univers. Access Inf. Soc. Deepika Singh, Erinc Merdivan, Johannes Kropf, Andreas Holzinger
2025	J	`jnl`	Correction: Generating Explanations for Conceptual Validation of Graph Neural Networks. Künstliche Intell. Bettina Finzel, Anna Saranti, Alessa Angerschmid, David E. Tafler, Bastian Pfeifer, Andreas Holzinger
2025	J	`jnl`	Enhancing trust in automated 3D point cloud data interpretation through explainable counterfactuals. Inf. Fusion Andreas Holzinger, Niko Lukac, Dzemail Rozajac, Emile Johnston, Veljka Kocic, Bernhard Hoerl, Christoph Gollob, Arne Nothdurft, Karl Stampfer, Stefan Schweng, Javier Del Ser
2025	J	`jnl`	Explaining 3D Semantic Segmentation Through Generative AI -Based Counterfactuals. Expert Syst. J. Knowl. Eng. Dzemail Rozajac, Niko Lukac, Stefan Schweng, Christoph Gollob, Arne Nothdurft, Karl Stampfer, Javier Del Ser, Andreas Holzinger
2025	J	`jnl`	Explaining and visualizing black-box models through counterfactual paths. Pattern Anal. Appl. Bastian Pfeifer, Mateusz Krzyzinski, Hubert Baniecki, Andreas Holzinger, Przemyslaw Biecek
2025	J	`jnl`	Fine-tuning language model embeddings to reveal domain knowledge: An explainable artificial intelligence perspective on medical decision making. Eng. Appl. Artif. Intell. Ceca Kraisnikovic, Robert Harb, Markus Plass, Wael Al Zoughbi, Andreas Holzinger, Heimo Müller
2025	J	`jnl`	Gamifying information security: Adversarial risk exploration for IT/OT infrastructures. Comput. Secur. Robert Luh, Sebastian Eresheim, Paul Tavolato, Thomas Petelin, Simon Gmeiner, Andreas Holzinger, Sebastian Schrittwieser
2025	J	`jnl`	Integrating Belief-Desire-Intention agents with large language models for reliable human-robot interaction and explainable Artificial Intelligence. Eng. Appl. Artif. Intell. Laurent Frering, Gerald Steinbauer-Wagner, Andreas Holzinger
2025	J	`jnl`	LLM in the Loop: A Framework for Contextualizing Counterfactual Segment Perturbations in Point Clouds. IEEE Access Veljka Kocic, Niko Lukac, Dzemail Rozajac, Stefan Schweng, Christoph Gollob, Arne Nothdurft, Karl Stampfer, Javier Del Ser, Andreas Holzinger
2025	J	`jnl`	NiaAML: AutoML for classification and regression pipelines. SoftwareX Iztok Fister Jr., Laurenz A. Farthofer, Luka Pecnik, Iztok Fister, Andreas Holzinger
2025	J	`jnl`	On the disagreement problem in Human-in-the-Loop federated machine learning. J. Ind. Inf. Integr. Matthias Huelser, Heimo Müller, Natalia Díaz Rodríguez, Andreas Holzinger
2025	J	`jnl`	Research Frontiers in Machine Learning & Knowledge Extraction. Mach. Learn. Knowl. Extr. Andreas Holzinger, Luca Longo, Angelo Cangelosi, Javier Del Ser
2025	J	`jnl`	Robot usability in the wild: bridging accessibility gaps for diverse user groups in complex forestry operations. Univers. Access Inf. Soc. Florian Ehrlich-Sommer, Bernhard Hoerl, Christoph Gollob, Arne Nothdurft, Karl Stampfer, Andreas Holzinger
2025	J	`jnl`	Standardized Multi-Layer Tissue Maps for Enhanced Artificial Intelligence Integration and Search in Large-Scale Whole Slide Image Archives. CoRR Gernot Fiala, Markus Plass, Robert Harb, Peter Regitnig, Kristijan Skok, Wael Al Zoughbi, Carmen Zerner, Paul R. Torke, Michaela Kargl, Heimo Müller, Tomás Brázdil, Matej Gallo, Jaroslav Kubín, Roman Stoklasa, Rudolf Nenutil, Norman Zerbe, Andreas Holzinger, Petr Holub
2025	J	`jnl`	Tree smoothing: Post-hoc regularization of tree ensembles for interpretable machine learning. Inf. Sci. Bastian Pfeifer, Arne Gevaert, Markus Loecher, Andreas Holzinger
2025	J	`jnl`	Usability in human-robot collaborative workspaces. Univers. Access Inf. Soc. Lisa-Marie Schraick, Florian Ehrlich-Sommer, Karl Stampfer, Oliver Meixner, Andreas Holzinger
2025	J	`jnl`	World Models in Artificial Intelligence: Sensing, Learning, and Reasoning Like a Child. CoRR Javier Del Ser, Jesus L. Lobo, Heimo Müller, Andreas Holzinger
2024	J	`jnl`	Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS). Ecol. Informatics Sarah Wagner, Alessa Angerschmid, Anna Saranti, Christoph Gollob, Tim Ritter, Ralf Krassnitzer, Andreas Tockner, Sarah Witzmann, Andreas Holzinger, Karl Stampfer, Arne Nothdurft
2024	J	`jnl`	CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks. J. Biomed. Informatics Jacqueline Michelle Metsch, Anna Saranti, Alessa Angerschmid, Bastian Pfeifer, Vanessa Klemt, Andreas Holzinger, Anne-Christin Hauschild
2024	J	`jnl`	Controllable Artificial Intelligence. ERCIM News Peter Kieseberg, Simon Tjoa, Andreas Holzinger
2024	J	`jnl`	Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions. Inf. Fusion Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf
2024	J	`jnl`	From 3D point-cloud data to explainable geometric deep learning: State-of-the-art and future challenges. WIREs Data. Mining. Knowl. Discov. Anna Saranti, Bastian Pfeifer, Christoph Gollob, Karl Stampfer, Andreas Holzinger
2024	J	`jnl`	Human-Centered AI in Smart Farming: Toward Agriculture 5.0. IEEE Access Andreas Holzinger, Iztok Fister, Iztok Fister Jr., Hans-Peter Kaul, Senthold Asseng
2024	J	`jnl`	Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities. J. Artif. Intell. Res. Carl Orge Retzlaff, Srijita Das, Christabel Wayllace, Payam Mousavi, Mohammad Afshari, Tianpei Yang, Anna Saranti, Alessa Angerschmid, Matthew E. Taylor, Andreas Holzinger
2024	J	`jnl`	NarmViz: A novel method for visualization of time series numerical association rules for smart agriculture. Expert Syst. J. Knowl. Eng. Iztok Fister Jr., Iztok Fister, Vili Podgorelec, Sancho Salcedo-Sanz, Andreas Holzinger
2024	J	`jnl`	On generating trustworthy counterfactual explanations. Inf. Sci. Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Anna Saranti, Andreas Holzinger
2024	J	`jnl`	Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists. Cogn. Syst. Res. Carl Orge Retzlaff, Alessa Angerschmid, Anna Saranti, David Schneeberger, Richard Röttger, Heimo Müller, Andreas Holzinger
2024	—	`ed.`	Proceedings of the 4th International Workshop on Data meets Ontologies in Explainable AI co-located with the 27th European Conference on Artificial Intelligence (ECAI 2024), Santiago de Compostela, Spain, October 19, 2024. DAO-XAI@ECAI Roberto Confalonieri, Oliver Kutz, Diego Calvanese, Dagmar Gromann, Andreas Holzinger
2024	J	`jnl`	Sensors for Digital Transformation in Smart Forestry. Sensors Florian Ehrlich-Sommer, Ferdinand Hönigsberger, Christoph Gollob, Arne Nothdurft, Karl Stampfer, Andreas Holzinger
2024	J	`jnl`	Special issue on Human-Centered Artificial Intelligence for One Health. Artif. Intell. Medicine Paolo Buono, Nadia Berthouze, Maria Francesca Costabile, Adela Grando, Andreas Holzinger
2023	J	`jnl`	Artificial Intelligence Ethics and Trust: From Principles to Practice. IEEE Intell. Syst. Fang Chen, Jianlong Zhou, Andreas Holzinger, Kenneth R. Fleischmann, Simone Stumpf
2023	J	`jnl`	Be Careful When Evaluating Explanations Regarding Ground Truth. CoRR Hubert Baniecki, Maciej Chrabaszcz, Andreas Holzinger, Bastian Pfeifer, Anna Saranti, Przemyslaw Biecek
2023	—	`ed.`	Computer-Human Interaction Research and Applications - 5th International Conference, CHIRA 2021, Virtual Event, October 28-29, 2021, and 6th International Conference, CHIRA 2022, Valletta, Malta, October 27-28, 2022, Revised Selected Papers CHIRA (Revised Selected Papers) Andreas Holzinger, Hugo Plácido da Silva, Jean Vanderdonckt, Larry L. Constantine
2023	C	`conf`	Controllable AI - An Alternative to Trustworthiness in Complex AI Systems? CD-MAKE Peter Kieseberg, Edgar R. Weippl, A Min Tjoa, Federico Cabitza, Andrea Campagner, Andreas Holzinger
2023	J	`jnl`	Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation. IEEE Trans. Pattern Anal. Mach. Intell. André M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Olivia Magwood, Yusuf Sheikh, Matthew McInnes, Andreas Holzinger
2023	C	`conf`	Efficient Approximation of Asymmetric Shapley Values Using Functional Decomposition. CD-MAKE Arne Gevaert, Anna Saranti, Andreas Holzinger, Yvan Saeys
2023	J	`jnl`	Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification. Bioinform. Bastian Pfeifer, Hryhorii Chereda, Roman Martin, Anna Saranti, Sandra Clemens, Anne-Christin Hauschild, Tim Beißbarth, Andreas Holzinger, Dominik Heider
2023	J	`jnl`	Ethical ChatGPT: Concerns, Challenges, and Commandments. CoRR Jianlong Zhou, Heimo Müller, Andreas Holzinger, Fang Chen
2023	J	`jnl`	Explainable AI with counterfactual paths. CoRR Bastian Pfeifer, Mateusz Krzyzinski, Hubert Baniecki, Anna Saranti, Andreas Holzinger, Przemyslaw Biecek
2023	J	`jnl`	Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions. CoRR Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf
2023	J	`jnl`	Food Waste Reduction in Healthcare - Challenges in Integrating Usage Data with Scorings. ERCIM News Johann Steszgal, Peter Kieseberg, Andreas Holzinger
2023	C	`conf`	Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning. CD-MAKE Andreas Holzinger, Anna Saranti, Anne-Christin Hauschild, Jacqueline Michelle Beinecke, Dominik Heider, Richard Röttger, Heimo Müller, Jan Baumbach, Bastian Pfeifer
2023	C	`ed.`	Machine Learning and Knowledge Extraction - 7th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2023, Benevento, Italy, August 29 - September 1, 2023, Proceedings CD-MAKE Andreas Holzinger, Peter Kieseberg, Federico Cabitza, Andrea Campagner, A Min Tjoa, Edgar R. Weippl
2023	J	`jnl`	Procurement of Secure AI - A Practical Guide. ERCIM News Peter Kieseberg, Simon Tjoa, Andreas Holzinger
2023	J	`jnl`	Quod erat demonstrandum? - Towards a typology of the concept of explanation for the design of explainable AI. Expert Syst. Appl. Federico Cabitza, Andrea Campagner, Gianclaudio Malgieri, Chiara Natali, David Schneeberger, Karl Stöger, Andreas Holzinger
2023	J	`jnl`	Special Issue "Selected Papers from CD-MAKE 2020 and ARES 2020". Mach. Learn. Knowl. Extr. Edgar R. Weippl, Andreas Holzinger, Peter Kieseberg
2023	J	`jnl`	The Cost of Understanding - XAI Algorithms towards Sustainable ML in the View of Computational Cost. Comput. Claire Jean-Quartier, Katharina Bein, Lukas Hejny, Edith Hofer, Andreas Holzinger, Fleur Jeanquartier
2023	C	`conf`	The Tower of Babel in Explainable Artificial Intelligence (XAI). CD-MAKE David Schneeberger, Richard Röttger, Federico Cabitza, Andrea Campagner, Markus Plass, Heimo Müller, Andreas Holzinger
2023	J	`jnl`	Toward human-level concept learning: Pattern benchmarking for AI algorithms. Patterns Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Bettina Finzel, Ute Schmid, Heimo Müller
2022	J	`jnl`	A manifesto on explainability for artificial intelligence in medicine. Artif. Intell. Medicine Carlo Combi, Beatrice Amico, Riccardo Bellazzi, Andreas Holzinger, Jason H. Moore, Marinka Zitnik, John H. Holmes
2022	J	`jnl`	Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning. Mach. Learn. Knowl. Extr. Anna Saranti, Miroslav Hudec, Erika Mináriková, Zdenko Takác, Udo Großschedl, Christoph Koch, Bastian Pfeifer, Alessa Angerschmid, Andreas Holzinger
2022	J	`jnl`	Challenges in Artificial Intelligence for Smart Forestry. ERCIM News Andreas Holzinger, Karl Stampfer, Arne Nothdurft, Christoph Gollob, Peter Kieseberg
2022	—	`ed.`	Computer-Human Interaction Research and Applications - 4th International Conference, CHIRA 2020, Virtual Event, November 5-6, 2020, Revised Selected Papers CHIRA (Revised Selected Papers) Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert, Larry L. Constantine
2022	J	`jnl`	Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions. Sensors Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Carl Orge Retzlaff, Andreas Gronauer, Vladimir Pejakovic, Francisco Medel-Jimenez, Theresa Krexner, Christoph Gollob, Karl Stampfer
2022	C	`conf`	Effects of Fairness and Explanation on Trust in Ethical AI. CD-MAKE Alessa Angerschmid, Kevin Theuermann, Andreas Holzinger, Fang Chen, Jianlong Zhou
2022	J	`jnl`	Exploring the Trade-off between Plausibility, Change Intensity and Adversarial Power in Counterfactual Explanations using Multi-objective Optimization. CoRR Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Andreas Holzinger
2022	J	`jnl`	Fairness and Explanation in AI-Informed Decision Making. Mach. Learn. Knowl. Extr. Alessa Angerschmid, Jianlong Zhou, Kevin Theuermann, Fang Chen, Andreas Holzinger
2022	J	`jnl`	Federated Random Forests can improve local performance of predictive models for various healthcare applications. Bioinform. Anne-Christin Hauschild, Marta Lemanczyk, Julian O. Matschinske, Tobias Frisch, Olga I. Zolotareva, Andreas Holzinger, Jan Baumbach, Dominik Heider
2022	J	`jnl`	GNN-SubNet: disease subnetwork detection with explainable graph neural networks. Bioinform. Bastian Pfeifer, Anna Saranti, Andreas Holzinger
2022	J	`jnl`	Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs. Künstliche Intell. Bettina Finzel, Anna Saranti, Alessa Angerschmid, David E. Tafler, Bastian Pfeifer, Andreas Holzinger
2022	J	`jnl`	Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence. Inf. Fusion Andreas Holzinger, Matthias Dehmer, Frank Emmert-Streib, Rita Cucchiara, Isabelle Augenstein, Javier Del Ser, Wojciech Samek, Igor Jurisica, Natalia Díaz Rodríguez
2022	C	`ed.`	Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Vienna, Austria, August 23-26, 2022, Proceedings CD-MAKE Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl
2022	C	`conf`	Machine Learning and Knowledge Extraction to Support Work Safety for Smart Forest Operations. CD-MAKE Ferdinand Hönigsberger, Anna Saranti, Alessa Angerschmid, Carl Orge Retzlaff, Christoph Gollob, Sarah Witzmann, Arne Nothdurft, Peter Kieseberg, Andreas Holzinger, Karl Stampfer
2022	J	`jnl`	Personas for Artificial Intelligence (AI) an Open Source Toolbox. IEEE Access Andreas Holzinger, Michaela Kargl, Bettina Kipperer, Peter Regitnig, Markus Plass, Heimo Müller
2022	C	`ed.`	Proceedings of the 6th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2022, Valletta, Malta, October 27-28, 2022. CHIRA Hugo Plácido da Silva, Jean Vanderdonckt, Andreas Holzinger, Larry L. Constantine
2022	—	`ed.`	Proceedings of the Workshop on Interactive Adaptive Learning (IAL 2021) co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), Bilbao, Spain, September 13, 2021. IAL@PKDD/ECML Georg Krempl, Vincent Lemaire, Daniel Kottke, Andreas Holzinger, Barbara Hammer
2022	—	`ed.`	Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2022), Grenoble, France, September 23, 2022. IAL@PKDD/ECML Daniel Kottke, Georg Krempl, Andreas Holzinger, Barbara Hammer
2022	—	`conf`	Robust Random Forest-Based All-Relevant Feature Ranks for Trustworthy AI. MIE Bastian Pfeifer, Andreas Holzinger, Michael G. Schimek
2022	J	`jnl`	Special issue on Explainable Artificial Intelligence (XAI). Artif. Intell. Tim Miller, Robert R. Hoffman, Ofra Amir, Andreas Holzinger
2022	C	`conf`	The ROC Diagonal is Not Layperson's Chance: A New Baseline Shows the Useful Area. CD-MAKE André M. Carrington, Paul W. Fieguth, Franz Mayr, Nick D. James, Andreas Holzinger, John W. Pickering, Richard I. Aviv
2022	J	`jnl`	The explainability paradox: Challenges for xAI in digital pathology. Future Gener. Comput. Syst. Theodore Evans, Carl Orge Retzlaff, Christian Geißler, Michaela Kargl, Markus Plass, Heimo Müller, Tim-Rasmus Kiehl, Norman Zerbe, Andreas Holzinger
2022	J	`jnl`	Understanding and Explaining Diagnostic Paths: Toward Augmented Decision Making. IEEE Computer Graphics and Applications Markus Plass, Michaela Kargl, Patrick Nitsche, Emilian Jungwirth, Andreas Holzinger, Heimo Müller
2022	—	`ed.`	xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers xxAI@ICML Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek
2021	J	`jnl`	A Practical Tutorial on Explainable AI Techniques. CoRR Adrien Bennetot, Ivan Donadello, Ayoub El Qadi, Mauro Dragoni, Thomas Frossard, Benedikt Wagner, Anna Saranti, Silvia Tulli, Maria Trocan, Raja Chatila, Andreas Holzinger, Artur S. d'Avila Garcez, Natalia Díaz Rodríguez
2021	J	`jnl`	Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions. Knowl. Based Syst. Miroslav Hudec, Erika Mináriková, Radko Mesiar, Anna Saranti, Andreas Holzinger
2021	—	`ed.`	Computer-Human Interaction Research and Applications - Second International Conference, CHIRA 2018, Seville, Spain, September 19-21, 2018 and Third International Conference, CHIRA 2019, Vienna, Austria, September 20-21, 2019, Revised Selected Papers CHIRA (Revised Selected Papers) María José Escalona, Andres Jimenez Ramirez, Hugo Plácido da Silva, Larry L. Constantine, Markus Helfert, Andreas Holzinger
2021	J	`jnl`	Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation. CoRR André M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Matthew McInnes, Olivia Magwood, Yusuf Sheikh, Andreas Holzinger
2021	C	`conf`	Digital Transformation for Sustainable Development Goals (SDGs) - A Security, Safety and Privacy Perspective on AI. CD-MAKE Andreas Holzinger, Edgar R. Weippl, A Min Tjoa, Peter Kieseberg
2021	J	`jnl`	Explainable AI and Multi-Modal Causability in Medicine. i-com Andreas Holzinger
2021	J	`jnl`	KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence. CoRR Andreas Holzinger, Anna Saranti, Heimo Müller
2021	J	`jnl`	Kandinsky Patterns. Artif. Intell. Heimo Müller, Andreas Holzinger
2021	J	`jnl`	Legal aspects of data cleansing in medical AI. Comput. Law Secur. Rev. Karl Stöger, David Schneeberger, Peter Kieseberg, Andreas Holzinger
2021	C	`ed.`	Machine Learning and Knowledge Extraction - 5th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2021, Virtual Event, August 17-20, 2021, Proceedings CD-MAKE Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl
2021	J	`jnl`	Medical artificial intelligence: the European legal perspective. Commun. ACM Karl Stöger, David Schneeberger, Andreas Holzinger
2021	J	`jnl`	Mutation-based clustering and classification analysis reveals distinctive age groups and age-related biomarkers for glioma. BMC Medical Informatics Decis. Mak. Claire Jean-Quartier, Fleur Jeanquartier, Aydin Ridvan, Matthias Kargl, Tica Mirza, Tobias Stangl, Robi Markac, Mauro Jurada, Andreas Holzinger
2021	J	`jnl`	Network Module Detection from Multi-Modal Node Features with a Greedy Decision Forest for Actionable Explainable AI. CoRR Bastian Pfeifer, Anna Saranti, Andreas Holzinger
2021	J	`jnl`	Performing arithmetic using a neural network trained on images of digit permutation pairs. J. Intell. Inf. Syst. Marcus D. Bloice, Peter M. Roth, Andreas Holzinger
2021	C	`ed.`	Proceedings of the 5th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2021, Online Streaming, October 28-29, 2021 CHIRA Hugo Plácido da Silva, Larry L. Constantine, Andreas Holzinger
2021	J	`jnl`	Recommender systems in the healthcare domain: state-of-the-art and research issues. J. Intell. Inf. Syst. Thi Ngoc Trang Tran, Alexander Felfernig, Christoph Trattner, Andreas Holzinger
2021	J	`jnl`	The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond. CoRR Julian O. Matschinske, Julian Späth, Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Anne Hartebrodt, Balázs Orbán, Sándor Fejér, Olga I. Zolotareva, Mohammad Bakhtiari, Béla Bihari, Marcus D. Bloice, Nina C. Donner, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller, Anastasia Pustozerova, Richard Röttger, Anna Saranti, Harald H. H. W. Schmidt, Christof Tschohl, Nina Kerstin Wenke, Jan Baumbach
2021	—	`conf`	The Next Frontier: AI We Can Really Trust. PKDD/ECML Workshops (1) Andreas Holzinger
2021	J	`jnl`	The Ten Commandments of Ethical Medical AI. Computer Heimo Müller, Michaela Theresia Mayrhofer, Evert-Ben van Veen, Andreas Holzinger
2021	J	`jnl`	Toward Human-AI Interfaces to Support Explainability and Causability in Medical AI. Computer Andreas Holzinger, Heimo Müller
2021	J	`jnl`	Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI. Inf. Fusion Andreas Holzinger, Bernd Malle, Anna Saranti, Bastian Pfeifer
2020	J	`jnl`	A new concordant partial AUC and partial c statistic for imbalanced data in the evaluation of machine learning algorithms. BMC Medical Informatics Decis. Mak. André M. Carrington, Paul W. Fieguth, Hammad Qazi, Andreas Holzinger, Helen H. Chen, Franz Mayr, Douglas G. Manuel
2020	—	`book`	Artificial Intelligence and Machine Learning for Digital Pathology - State-of-the-Art and Future Challenges AI and ML for Digital Pathology Andreas Holzinger, Randy Goebel, Michael Mengel, Heimo Müller
2020	C	`conf`	Classification and Visualization of Patterns in Medical Images. IV Heimo Müller, Peter Regitnig, Peter Ferschin, Anna Saranti, Andreas Holzinger
2020	—	`ch.`	Developments in AI and Machine Learning for Neuroimaging. AI and ML for Digital Pathology Shane O'Sullivan, Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger, Dan Shiebler, Pradip Moon, Claudio Angione
2020	—	`ch.`	Expectations of Artificial Intelligence for Pathology. AI and ML for Digital Pathology Peter Regitnig, Heimo Müller, Andreas Holzinger
2020	—	`conf`	Explainable AI Methods - A Brief Overview. xxAI@ICML Andreas Holzinger, Anna Saranti, Christoph Molnar, Przemyslaw Biecek, Wojciech Samek
2020	C	`conf`	Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions. CD-MAKE Luca Longo, Randy Goebel, Freddy Lécué, Peter Kieseberg, Andreas Holzinger
2020	—	`conf`	From Explainable AI to Human-Centered AI. IAL@PKDD/ECML Andreas Holzinger
2020	—	`ch.`	Fuzzy Image Processing and Deep Learning for Microaneurysms Detection. AI and ML for Digital Pathology Sarni Suhaila Rahim, Vasile Palade, Ibrahim Almakky, Andreas Holzinger
2020	—	`ch.`	Image Processing and Machine Learning Techniques for Diabetic Retinopathy Detection: A Review. AI and ML for Digital Pathology Sarni Suhaila Rahim, Vasile Palade, Andreas Holzinger
2020	J	`jnl`	KANDINSKY Patterns: A Swiss-Knife for the Study of Explainable AI. ERCIM News Andreas Holzinger, Peter Kieseberg, Heimo Müller
2020	C	`ed.`	Machine Learning and Knowledge Extraction - 4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, Dublin, Ireland, August 25-28, 2020, Proceedings CD-MAKE Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl
2020	J	`jnl`	Measuring the Quality of Explanations: The System Causability Scale (SCS). Künstliche Intell. Andreas Holzinger, André M. Carrington, Heimo Müller
2020	C	`conf`	Performing Arithmetic Using a Neural Network Trained on Digit Permutation Pairs. ISMIS Marcus D. Bloice, Peter M. Roth, Andreas Holzinger
2020	J	`jnl`	Predicting Prostate Cancer-Specific Mortality with A.I.-based Gleason Grading. CoRR Ellery Wulczyn, Kunal Nagpal, Matthew Symonds, Melissa Moran, Markus Plass, Robert Reihs, Farah Nader, Fraser Tan, Yuannan Cai, Trissia Brown, Isabelle Flament-Auvigne, Mahul B. Amin, Martin C. Stumpe, Heimo Müller, Peter Regitnig, Andreas Holzinger, Gregory S. Corrado, Lily H. Peng, Po-Hsuan Cameron Chen, David F. Steiner, Kurt Zatloukal, Yun Liu, Craig H. Mermel
2020	J	`jnl`	Privacy-preserving Artificial Intelligence Techniques in Biomedicine. CoRR Reihaneh Torkzadehmahani, Reza Nasirigerdeh, David B. Blumenthal, Tim Kacprowski, Markus List, Julian O. Matschinske, Julian Späth, Nina Kerstin Wenke, Béla Bihari, Tobias Frisch, Anne Hartebrodt, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Markus Kastelitz, Rudolf Mayer, Cristian Nogales, Anastasia Pustozerova, Richard Röttger, Harald H. H. W. Schmidt, Ameli Schwalber, Christof Tschohl, Andrea Wohner, Jan Baumbach
2020	C	`ed.`	Proceedings of the 4th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2020, Budapest, Hungary, November 5-6, 2020. CHIRA Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert, Larry L. Constantine
2020	—	`ed.`	Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2020), Ghent, Belgium, September 14th, 2020. IAL@PKDD/ECML Daniel Kottke, Georg Krempl, Vincent Lemaire, Andreas Holzinger, Adrian Calma
2020	C	`conf`	Property-Based Testing for Parameter Learning of Probabilistic Graphical Models. CD-MAKE Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger
2020	C	`conf`	Reconstruct and Visualise Hierarchical Relationships in Whole Slide Images. IV Markus Plass, Philipp Faulhammer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller
2020	C	`conf`	The European Legal Framework for Medical AI. CD-MAKE David Schneeberger, Karl Stöger, Andreas Holzinger
2020	—	`conf`	Towards Explainability for AI Fairness. xxAI@ICML Jianlong Zhou, Fang Chen, Andreas Holzinger
2020	—	`conf`	Towards Robust Machine Learning in the Medical Domain. BIOSTEC Andreas Holzinger
2020	—	`conf`	Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches. ISMIS (Industrial Paper) Anna Saranti, Simon Streit, Heimo Müller, Deepika Singh, Andreas Holzinger
2020	—	`ch.`	Towards a Better Understanding of the Workflows: Modeling Pathology Processes in View of Future AI Integration. AI and ML for Digital Pathology Michaela Kargl, Peter Regitnig, Heimo Müller, Andreas Holzinger
2020	J	`jnl`	Verbinden von Natürlicher und Künstlicher Intelligenz: eine experimentelle Testumgebung für Explainable AI (xAI). HMD Prax. Wirtsch. Andreas Holzinger, Heimo Müller
2020	C	`conf`	Visualization of Decision Making in Digital Pathology as Educational Tool. IV Birgit Pohn, Farah Nader, Marie-Christina Mayer, Robert Reihs, Helmut Denk, Andreas Holzinger, Kurt Zatloukal, Heimo Müller
2020	—	`conf`	xxAI - Beyond Explainable Artificial Intelligence. xxAI@ICML Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek
2019	—	`conf`	Acceptance of Virtual Health Avatars. ICSSA Heimo Müller, Martina Lang, Bernhard Wieser, Robert Reihs, Birgit Pohn, Andreas Holzinger, Kurt Zatloukal
2019	J	`jnl`	Biomedical image augmentation using Augmentor. Bioinform. Marcus D. Bloice, Peter M. Roth, Andreas Holzinger
2019	J	`jnl`	Causability and explainability of artificial intelligence in medicine. WIREs Data Mining Knowl. Discov. Andreas Holzinger, Georg Langs, Helmut Denk, Kurt Zatloukal, Heimo Müller
2019	—	`ed.`	Computer-Human Interaction Research and Applications - First International Conference, CHIRA 2017, Funchal, Madeira, Portugal, October 31 - November 2, 2017, Revised Selected Papers CHIRA (Revised Selected Papers) Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert
2019	C	`conf`	Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Deep Learning and Image Augmentation. CD-MAKE Sarni Suhaila Rahim, Vasile Palade, Ibrahim Almakky, Andreas Holzinger
2019	J	`jnl`	Developments in Transduction, Connectivity and AI/Machine Learning for Point-of-Care Testing. Sensors Shane O'Sullivan, Zulfiqur Ali, Xiaoyi Jiang, Reza Abdolvand, M. Selim Ünlü, Hugo Plácido da Silva, Justin T. Baca, Brian N. Kim, Simon Scott, Mohammed Imran Sajid, Sina Moradian, Hakhamanesh Mansoorzare, Andreas Holzinger
2019	J	`jnl`	Distortion in Real-World Analytic Processes. ERCIM News Peter Kieseberg, Lukas Daniel Klausner, Andreas Holzinger
2019	C	`conf`	From Machine Learning to Explainable AI and Beyond. IJCCI Andreas Holzinger
2019	—	`conf`	From Machine Learning to Explainable AI and Beyond. PECCS Andreas Holzinger
2019	J	`jnl`	Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome. BMC Medical Informatics Decis. Mak. Andreas Philipp Hassler, Ernestina Menasalvas, Francisco Jose Garcia-Garcia, Leocadio Rodríguez-Mañas, Andreas Holzinger
2019	C	`conf`	Insights into Learning Competence Through Probabilistic Graphical Models. CD-MAKE Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger
2019	J	`jnl`	Interactive Ant Colony Optimization to Support Adaptation in Serious Games. Int. J. Serious Games Michael D. Kickmeier-Rust, Andreas Holzinger
2019	J	`jnl`	Interactive machine learning: experimental evidence for the human in the algorithmic loop - A case study on Ant Colony Optimization. Appl. Intell. Andreas Holzinger, Markus Plass, Michael D. Kickmeier-Rust, Katharina Holzinger, Gloria Cerasela Crisan, Camelia-Mihaela Pintea, Vasile Palade
2019	J	`jnl`	Introduction to MAchine Learning & Knowledge Extraction (MAKE). Mach. Learn. Knowl. Extr. Andreas Holzinger
2019	C	`conf`	KANDINSKY Patterns as IQ-Test for Machine Learning. CD-MAKE Andreas Holzinger, Michael D. Kickmeier-Rust, Heimo Müller
2019	J	`jnl`	Kandinsky Patterns. CoRR Heimo Müller, Andreas Holzinger
2019	C	`ed.`	Machine Learning and Knowledge Extraction - Third IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2019, Canterbury, UK, August 26-29, 2019, Proceedings CD-MAKE Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl
2019	C	`conf`	Machine Learning for Family Doctors: A Case of Cluster Analysis for Studying Aging Associated Comorbidities and Frailty. CD-MAKE Frantisek Babic, Ljiljana Trtica-Majnaric, Sanja Bekic, Andreas Holzinger
2019	J	`jnl`	Measuring the Quality of Explanations: The System Causability Scale (SCS). Comparing Human and Machine Explanations. CoRR Andreas Holzinger, André M. Carrington, Heimo Müller
2019	C	`conf`	NLP for the Generation of Training Data Sets for Ontology-Guided Weakly-Supervised Machine Learning in Digital Pathology. ISCC Robert Reihs, Birgit Pohn, Kurt Zatloukal, Andreas Holzinger, Heimo Müller
2019	J	`jnl`	Patch augmentation: Towards efficient decision boundaries for neural networks. CoRR Marcus D. Bloice, Peter M. Roth, Andreas Holzinger
2019	J	`jnl`	Performing Arithmetic Using a Neural Network Trained on Digit Permutation Pairs. CoRR Marcus D. Bloice, Peter M. Roth, Andreas Holzinger
2019	—	`ed.`	Physiological Computing Systems - International Conferences, PhyCS 2016, Lisbon, Portugal, July 27-28, 2016, PhyCS 2017, Madrid, Spain, July 27-28, 2017, PhyCS 2018, Seville, Spain, September 19-21, 2018, Revised and Extended Selected Papers PhyCS (Selected Papers) Andreas Holzinger, Alan Pope, Hugo Plácido da Silva
2019	C	`ed.`	Proceedings of the 3rd International Conference on Computer-Human Interaction Research and Applications, CHIRA 2019, Vienna, Austria, September 20-21, 2019. CHIRA Hugo Plácido da Silva, Andres Jimenez Ramirez, Andreas Holzinger, Markus Helfert, Larry L. Constantine
2019	J	`jnl`	The role of artificial intelligence and machine learning in harmonization of high-resolution post-mortem MRI (virtopsy) with respect to brain microstructure Brain Informatics Shane O'Sullivan, Helmut Heinsen, Lea Tenenholz Grinberg, Leila Chimelli, Edson Amaro Jr., Paulo Hilário do Nascimento Saldiva, Fleur Jeanquartier, Claire Jean-Quartier, Maria da Graça Morais Martin, Mohammed Imran Sajid, Andreas Holzinger
2019	C	`conf`	Towards a Deeper Understanding of How a Pathologist Makes a Diagnosis: Visualization of the Diagnostic Process in Histopathology. ISCC Birgit Pohn, Michaela Kargl, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller
2019	J	`jnl`	Use case driven evaluation of open databases for pediatric cancer research. BioData Min. Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger
2019	—	`conf`	Visualization of Histopathological Decision Making Using a Roadbook Metaphor. IV (1) Birgit Pohn, Marie-Christina Mayer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller
2019	—	`conf`	Visualizing Uncertainty for Comparing Genomic Pediatric Brain Cancer Data. IV (1) Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger
2018	—	`conf`	A Conceptual framework for Adaptive User Interfaces for older adults. PerCom Workshops Eduardo Machado, Deepika Singh, Federico Cruciani, Liming Chen, Sten Hanke, Fernando Salvago, Johannes Kropf, Andreas Holzinger
2018	—	`conf`	A Deep Learning Approach for Privacy Preservation in Assisted Living. PerCom Workshops Ismini Psychoula, Erinc Merdivan, Deepika Singh, Liming Chen, Feng Chen, Sten Hanke, Johannes Kropf, Andreas Holzinger, Matthieu Geist
2018	J	`jnl`	A Deep Learning Approach for Privacy Preservation in Assisted Living. CoRR Ismini Psychoula, Erinc Merdivan, Deepika Singh, Liming Chen, Feng Chen, Sten Hanke, Johannes Kropf, Andreas Holzinger, Matthieu Geist
2018	J	`jnl`	Ambient Assisted Living technologies from the perspectives of older people and professionals. CoRR Deepika Singh, Johannes Kropf, Sten Hanke, Andreas Holzinger
2018	J	`jnl`	Can we Trust Machine Learning Results? Artificial Intelligence in Safety-Critical Decision Support. ERCIM News Katharina Holzinger, Klaus Mak, Peter Kieseberg, Andreas Holzinger
2018	C	`conf`	Current Advances, Trends and Challenges of Machine Learning and Knowledge Extraction: From Machine Learning to Explainable AI. CD-MAKE Andreas Holzinger, Peter Kieseberg, Edgar R. Weippl, A Min Tjoa
2018	—	`conf`	Dialogue Systems for Intelligent Human Computer Interactions. BRAINS/WS-AFFIN@AmI Erinc Merdivan, Deepika Singh, Sten Hanke, Andreas Holzinger
2018	J	`jnl`	Explainable AI (ex-AI). Inform. Spektrum Andreas Holzinger
2018	C	`conf`	Explainable AI: The New 42? CD-MAKE Randy Goebel, Ajay Chander, Katharina Holzinger, Freddy Lécué, Zeynep Akata, Simone Stumpf, Peter Kieseberg, Andreas Holzinger
2018	C	`conf`	Feedback Matters! Predicting the Appreciation of Online Articles A Data-Driven Approach. CD-MAKE Catherine Sotirakou, Panagiotis Germanakos, Andreas Holzinger, Constantinos Mourlas
2018	J	`jnl`	Human Activity Recognition using Recurrent Neural Networks. CoRR Deepika Singh, Erinc Merdivan, Ismini Psychoula, Johannes Kropf, Sten Hanke, Matthieu Geist, Andreas Holzinger
2018	C	`ed.`	Machine Learning and Knowledge Extraction - Second IFIP TC 5, TC 8/WG 8.4, 8.9, TC 12/WG 12.9 International Cross-Domain Conference, CD-MAKE 2018, Hamburg, Germany, August 27-30, 2018, Proceedings CD-MAKE Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl
2018	J	`jnl`	Metabolic syndrome in hypertensive women in the age of menopause: a case study on data from general practice electronic health records. BMC Medical Informatics Decis. Mak. Sefket Sabanovic, Ljiljana Trtica-Majnaric, Frantisek Babic, Michal Vadovský, Ján Paralic, Aleksandar Vcev, Andreas Holzinger
2018	—	`ed.`	Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning (ECML 2018) and Principles and Practice of Knowledge Discovery in Databases (PKDD 2018), Dublin, Ireland, September 10th, 2018. IAL@PKDD/ECML Georg Krempl, Vincent Lemaire, Daniel Kottke, Adrian Calma, Andreas Holzinger, Robi Polikar, Bernhard Sick
2018	—	`conf`	Teaming up with Artificial Intelligence: The Human in the Loop of Serious Game Pathfinding Algorithms. GALA Michael D. Kickmeier-Rust, Andreas Holzinger
2018	J	`jnl`	The Need for Speed of AI Applications: Performance Comparison of Native vs. Browser-based Algorithm Implementations. CoRR Bernd Malle, Nicola Giuliani, Peter Kieseberg, Andreas Holzinger
2018	C	`conf`	Users' Perceptions and Attitudes Towards Smart Home Technologies. ICOST Deepika Singh, Ismini Psychoula, Johannes Kropf, Sten Hanke, Andreas Holzinger
2018	—	`conf`	Users' Privacy Concerns in IoT Based Applications. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI Ismini Psychoula, Deepika Singh, Liming Chen, Feng Chen, Andreas Holzinger, Huansheng Ning
2017	J	`jnl`	A glass-box interactive machine learning approach for solving NP-hard problems with the human-in-the-loop. CoRR Andreas Holzinger, Markus Plass, Katharina Holzinger, Gloria Cerasela Crisan, Camelia-Mihaela Pintea, Vasile Palade
2017	C	`conf`	Advances and Future Challenges in Machine Learning and Knowledge Extraction. DATA Andreas Holzinger
2017	—	`conf`	Advances and Future Challenges in Machine Learning and Knowledge Extraction. DCNET Andreas Holzinger
2017	C	`conf`	Ambient Assisted Living Technologies from the Perspectives of Older People and Professionals. CD-MAKE Deepika Singh, Johannes Kropf, Sten Hanke, Andreas Holzinger
2017	J	`jnl`	Augmentor: An Image Augmentation Library for Machine Learning. CoRR Marcus D. Bloice, Christof Stocker, Andreas Holzinger
2017	J	`jnl`	Augmentor: An Image Augmentation Library for Machine Learning. J. Open Source Softw. Marcus D. Bloice, Christof Stocker, Andreas Holzinger
2017	—	`conf`	Circularized Visualisation of Genetic Interactions. WWW (Companion Volume) Irina Kuznetsova, Aleksandra Filipovska, Oliver Rackham, Artur Lugmayr, Andreas Holzinger
2017	C	`conf`	DO NOT DISTURB? Classifier Behavior on Perturbed Datasets. CD-MAKE Bernd Malle, Peter Kieseberg, Andreas Holzinger
2017	—	`conf`	Entity-Centric Information Access with Human in the Loop for the Biomedical Domain. BiomedicalNLP@RANLP Seid Muhie Yimam, Steffen Remus, Alexander Panchenko, Andreas Holzinger, Chris Biemann
2017	—	`conf`	Gesture-Based Interactions in Video Games with the Leap Motion Controller. HCI (1) Johanna Pirker, Mathias Pojer, Andreas Holzinger, Christian Gütl
2017	C	`conf`	Human Activity Recognition Using Recurrent Neural Networks. CD-MAKE Deepika Singh, Erinc Merdivan, Ismini Psychoula, Johannes Kropf, Sten Hanke, Matthieu Geist, Andreas Holzinger
2017	—	`conf`	IT in Biology & Medical Informatics: On the Challenge of Understanding the Data Ecosystem. ITBAM Andreas Holzinger, Miroslav Bursa, Sami Khuri, M. Elena Renda
2017	—	`ed.`	Information Technology in Bio- and Medical Informatics - 8th International Conference, ITBAM 2017, Lyon, France, August 28-31, 2017, Proceedings ITBAM Miroslav Bursa, Andreas Holzinger, M. Elena Renda, Sami Khuri
2017	—	`conf`	Interactive Anonymization for Privacy aware Machine Learning. IAL@PKDD/ECML Bernd Malle, Peter Kieseberg, Andreas Holzinger
2017	C	`ed.`	Machine Learning and Knowledge Extraction - First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio di Calabria, Italy, August 29 - September 1, 2017, Proceedings CD-MAKE Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl
2017	C	`conf`	On the Challenges and Opportunities in Visualization for Machine Learning and Knowledge Extraction: A Research Agenda. CD-MAKE Cagatay Turkay, Robert S. Laramee, Andreas Holzinger
2017	—	`ed.`	Proceedings of the 4th International Conference on Physiological Computing Systems (PhyCS 2017), Madrid, Spain, July 27-28, 2017. PhyCS Alan Pope, Hugo Plácido da Silva, Andreas Holzinger
2017	C	`ed.`	Proceedings of the International Conference on Computer-Human Interaction Research and Applications, CHIRA 2017, Funchal, Madeira, Portugal, October 31 - November 2, 2017. CHIRA Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert
2017	J	`jnl`	Review of Machine Learning Algorithms in Differential Expression Analysis. CoRR Irina Kuznetsova, Yuliya V. Karpievitch, Aleksandra Filipovska, Artur Lugmayr, Andreas Holzinger
2017	C	`conf`	The More the Merrier - Federated Learning from Local Sphere Recommendations. CD-MAKE Bernd Malle, Nicola Giuliani, Peter Kieseberg, Andreas Holzinger
2017	—	`ed.`	Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Banff, AB, Canada, July 24-26, 2015, Revised Selected Papers BIRS-IMLKE Andreas Holzinger, Randy Goebel, Massimo Ferri, Vasile Palade
2017	J	`jnl`	Towards the Augmented Pathologist: Challenges of Explainable-AI in Digital Pathology. CoRR Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs, Kurt Zatloukal
2017	J	`jnl`	What do we need to build explainable AI systems for the medical domain? CoRR Andreas Holzinger, Chris Biemann, Constantinos S. Pattichis, Douglas B. Kell
2016	J	`jnl`	A Field Study of a Video Supported Seamless-Learning-Setting with Elementary Learners. J. Educ. Technol. Soc. Thomas Fößl, Martin Ebner, Sandra Schön, Andreas Holzinger
2016	—	`ch.`	A Tutorial on Machine Learning and Data Science Tools with Python. Machine Learning for Health Informatics Marcus D. Bloice, Andreas Holzinger
2016	J	`jnl`	A tamper-proof audit and control system for the doctor in the loop. Brain Informatics Peter Kieseberg, Bernd Malle, Peter Frühwirt, Edgar R. Weippl, Andreas Holzinger
2016	J	`jnl`	An adaptive annotation approach for biomedical entity and relation recognition. Brain Informatics Seid Muhie Yimam, Chris Biemann, Ljiljana Majnaric, Sefket Sabanovic, Andreas Holzinger
2016	—	`ed.`	Availability, Reliability, and Security in Information Systems - IFIP WG 8.4, 8.9, TC 5 International Cross-Domain Conference, CD-ARES 2016, and Workshop on Privacy Aware Machine Learning for Health Data Science, PAML 2016, Salzburg, Austria, August 31 - September 2, 2016, Proceedings CD-ARES Francesco Buccafurri, Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl
2016	—	`ed.`	Data Management Technologies and Applications - 4th International Conference, DATA 2015, Colmar, France, July 20-22, 2015, Revised Selected Papers DATA (Revised Selected Papers) Markus Helfert, Andreas Holzinger, Orlando Belo, Chiara Francalanci
2016	J	`jnl`	In silico modeling for tumor growth visualization. BMC Syst. Biol. Fleur Jeanquartier, Claire Jean-Quartier, David Cemernek, Andreas Holzinger
2016	—	`ed.`	Information Technology in Bio- and Medical Informatics - 7th International Conference, ITBAM 2016, Porto, Portugal, September 5-8, 2016, Proceedings ITBAM M. Elena Renda, Miroslav Bursa, Andreas Holzinger, Sami Khuri
2016	—	`conf`	Integrating Open Data on Cancer in Support to Tumor Growth Analysis. ITBAM Fleur Jeanquartier, Claire Jean-Quartier, Tobias Schreck, David Cemernek, Andreas Holzinger
2016	J	`jnl`	Interactive Machine Learning (iML). Inform. Spektrum Andreas Holzinger
2016	J	`jnl`	Interactive knowledge discovery with the doctor-in-the-loop: a practical example of cerebral aneurysms research. Brain Informatics Dominic Girardi, Josef Küng, Raimund Kleiser, Michael Sonnberger, Doris Csillag, Johannes Trenkler, Andreas Holzinger
2016	J	`jnl`	Interactive machine learning for health informatics: when do we need the human-in-the-loop? Brain Informatics Andreas Holzinger
2016	—	`conf`	Knowledge Discovery from Complex High Dimensional Data. Solving Large Scale Learning Tasks Sangkyun Lee, Andreas Holzinger
2016	—	`ch.`	Machine Learning and Data Mining Methods for Managing Parkinson's Disease. Machine Learning for Health Informatics Dragana Miljkovic, Darko Aleksovski, Vid Podpecan, Nada Lavrac, Bernd Malle, Andreas Holzinger
2016	—	`book`	Machine Learning for Health Informatics - State-of-the-Art and Future Challenges Machine Learning for Health Informatics Andreas Holzinger
2016	—	`ch.`	Machine Learning for Health Informatics. Machine Learning for Health Informatics Andreas Holzinger
2016	—	`ch.`	Machine Learning for In Silico Modeling of Tumor Growth. Machine Learning for Health Informatics Fleur Jeanquartier, Claire Jean-Quartier, Max Kotlyar, Tomás Tokár, Anne-Christin Hauschild, Igor Jurisica, Andreas Holzinger
2016	—	`conf`	Ontology-Guided Principal Component Analysis: Reaching the Limits of the Doctor-in-the-Loop. ITBAM Sandra Wartner, Dominic Girardi, Manuela Wiesinger-Widi, Johannes Trenkler, Raimund Kleiser, Andreas Holzinger
2016	J	`jnl`	Privacy Aware Machine Learning and the "Right to be Forgotten". ERCIM News Bernd Malle, Peter Kieseberg, Sebastian Schrittwieser, Andreas Holzinger
2016	—	`ed.`	Proceedings of the 3rd International Conference on Physiological Computing Systems (PhyCS 2016), Lisbon, Portugal, July 27 - 28, 2016. PhyCS Stephen Fairclough, Andreas Holzinger, Abraham Otero, Alan Pope, Hugo Plácido da Silva
2016	—	`ch.`	Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning. Machine Learning for Health Informatics Sebastian Robert, Sebastian Büttner, Carsten Röcker, Andreas Holzinger
2016	—	`ch.`	Recommender Systems for Health Informatics: State-of-the-Art and Future Perspectives. Machine Learning for Health Informatics André Calero Valdez, Martina Ziefle, Katrien Verbert, Alexander Felfernig, Andreas Holzinger
2016	J	`jnl`	The Effect of Threshold Values and Weighting Factors on the Association between Entropy Measures and Mortality after Myocardial Infarction in the Cardiac Arrhythmia Suppression Trial (CAST). Entropy Christopher C. Mayer, Martin Bachler, Andreas Holzinger, Phyllis K. Stein, Siegfried Wassertheurer
2016	—	`conf`	The Right to Be Forgotten: Towards Machine Learning on Perturbed Knowledge Bases. CD-ARES Bernd Malle, Peter Kieseberg, Edgar R. Weippl, Andreas Holzinger
2016	—	`conf`	Towards Interactive Recommender Systems with the Doctor-in-the-Loop. MuC (Workshopband) Andreas Holzinger, André Calero Valdez, Martina Ziefle
2016	—	`conf`	Towards interactive Machine Learning (iML): Applying Ant Colony Algorithms to Solve the Traveling Salesman Problem with the Human-in-the-Loop Approach. CD-ARES Andreas Holzinger, Markus Plass, Katharina Holzinger, Gloria Cerasela Crisan, Camelia-Mihaela Pintea, Vasile Palade
2016	J	`jnl`	Trust for the "Doctor in the Loop". ERCIM News Peter Kieseberg, Edgar R. Weippl, Andreas Holzinger
2016	—	`conf`	Tumor Growth Simulation Profiling. ITBAM Claire Jean-Quartier, Fleur Jeanquartier, David Cemernek, Andreas Holzinger
2016	J	`jnl`	Visual analytics for concept exploration in subspaces of patient groups. Brain Informatics Michael Hund, Dominic Böhm, Werner Sturm, Michael Sedlmair, Tobias Schreck, Torsten Ullrich, Daniel A. Keim, Ljiljana Majnaric, Andreas Holzinger
2015	C	`ed.`	14th IEEE International Conference on Machine Learning and Applications, ICMLA 2015, Miami, FL, USA, December 9-11, 2015 ICMLA Tao Li, Lukasz A. Kurgan, Vasile Palade, Randy Goebel, Andreas Holzinger, Karin Verspoor, M. Arif Wani
2015	—	`conf`	A Domain-Expert Centered Process Model for Knowledge Discovery in Medical Research: Putting the Expert-in-the-Loop. BIH Dominic Girardi, Josef Küng, Andreas Holzinger
2015	—	`conf`	Analysis of Patient Groups and Immunization Results Based on Subspace Clustering. BIH Michael Hund, Werner Sturm, Tobias Schreck, Torsten Ullrich, Daniel A. Keim, Ljiljana Majnaric, Andreas Holzinger
2015	—	`conf`	Convolutional and Recurrent Neural Networks for Activity Recognition in Smart Environment. BIRS-IMLKE Deepika Singh, Erinc Merdivan, Sten Hanke, Johannes Kropf, Matthieu Geist, Andreas Holzinger
2015	C	`ed.`	DATA 2015 - Proceedings of 4th International Conference on Data Management Technologies and Applications, Colmar, Alsace, France, 20-22 July, 2015. DATA Markus Helfert, Andreas Holzinger, Orlando Belo, Chiara Francalanci
2015	—	`ed.`	Data Management Technologies and Applications - Third International Conference, DATA 2014, Vienna, Austria, August 29-31, 2014, Revised Selected Papers DATA (Revised Selected Papers) Markus Helfert, Andreas Holzinger, Orlando Belo, Chiara Francalanci
2015	J	`jnl`	Data Mining with Decision Trees: Theory and Applications. Online Inf. Rev. Andreas Holzinger
2015	—	`conf`	Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Fuzzy Image Processing. BIH Sarni Suhaila Rahim, Vasile Palade, Chrisina Jayne, Andreas Holzinger, James Shuttleworth
2015	—	`conf`	Discovering Medical Knowledge Using Visual Analytics. VCBM Werner Sturm, Tobias Schreck, Andreas Holzinger, Torsten Ullrich
2015	—	`ed.`	E-Business and Telecommunications - 11th International Joint Conference, ICETE 2014, Vienna, Austria, August 28-30, 2014, Revised Selected Papers ICETE (Selected Papers) Mohammad S. Obaidat, Andreas Holzinger, Joaquim Filipe
2015	J	`jnl`	Enhancing universal access: deaf and hard of hearing people on social networking sites. Univers. Access Inf. Soc. Ines Kozuh, Manfred Hintermair, Andreas Holzinger, Zala Volcic, Matjaz Debevc
2015	—	`conf`	Extending the Scaffold Hunter Visualization Toolkit with Interactive Heatmaps. CGVC Werner Sturm, Till Schäfer, Tobias Schreck, Andreas Holzinger, Torsten Ullrich
2015	—	`ch.`	From Smart Health to Smart Hospitals. Smart Health Andreas Holzinger, Carsten Röcker, Martina Ziefle
2015	—	`ed.`	ICT4AgeingWell 2015 - Proceedings of the 1st International Conference on Information and Communication Technologies for Ageing Well and e-Health, Lisbon, Portugal, 20-22 May, 2015. ICT4AgeingWell Andreas Holzinger, Carsten Röcker, Ana L. N. Fred, Markus Helfert, John O'Donoghue, Martina Ziefle
2015	—	`ed.`	Information Technology in Bio- and Medical Informatics - 6th International Conference, ITBAM 2015, Valencia, Spain, September 3-4, 2015, Proceedings ITBAM M. Elena Renda, Miroslav Bursa, Andreas Holzinger, Sami Khuri
2015	—	`ed.`	Information and Communication Technologies for Ageing Well and e-Health - First International Conference, ICT4AgeingWell 2015, Lisbon, Portugal, May 20-22, 2015. Revised Selected Papers CT4AgeingWell (Selected Papers) Markus Helfert, Andreas Holzinger, Martina Ziefle, Ana L. N. Fred, John O'Donoghue, Carsten Röcker
2015	J	`jnl`	Integrated web visualizations for protein-protein interaction databases. BMC Bioinform. Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger
2015	—	`conf`	Interactive and Iterative Annotation for Biomedical Entity Recognition. BIH Seid Muhie Yimam, Chris Biemann, Ljiljana Majnaric, Sefket Sabanovic, Andreas Holzinger
2015	J	`jnl`	Introduction to the Special Issue on Physiological Computing for Human-Computer Interaction. ACM Trans. Comput. Hum. Interact. Hugo Plácido da Silva, Stephen H. Fairclough, Andreas Holzinger, Robert J. K. Jacob, Desney S. Tan
2015	J	`jnl`	Introduction to the special issue on "interactive data analysis". Inf. Process. Manag. Andreas Holzinger, Gabriella Pasi
2015	—	`conf`	Machine Learning and Knowledge Extraction in Digital Pathology Needs an Integrative Approach. BIRS-IMLKE Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs, Kurt Zatloukal
2015	—	`ch.`	Medicine and Health Care as a Data Problem: Will Computers Become Better Medical Doctors? Smart Health Michael Duerr-Specht, Randy Goebel, Andreas Holzinger
2015	—	`ed.`	PhyCS 2015 - Proceedings of the 2nd International Conference on Physiological Computing Systems, ESEO, Angers, Loire Valley, France, 11 - 13 February, 2015. PhyCS Hugo Plácido da Silva, Pierre Chauvet, Andreas Holzinger, Stephen H. Fairclough, Dennis Majoe
2015	J	`jnl`	Reprint of: Computational approaches for mining user's opinions on the Web 2.0. Inf. Process. Manag. Gerald Petz, Michal P. Karpowicz, Harald Fürschuß, Andreas Auinger, Václav Stríteský, Andreas Holzinger
2015	—	`book`	Smart Health - Open Problems and Future Challenges Smart Health Andreas Holzinger, Carsten Röcker, Martina Ziefle
2015	—	`ed.`	Software Technologies - 9th International Joint Conference, ICSOFT 2014, Vienna, Austria, August 29-31, 2014, Revised Selected Papers ICSOFT (Selected Papers) Andreas Holzinger, Jorge Cardoso, José Cordeiro, Thérèse Libourel, Leszek A. Maciaszek, Marten van Sinderen
2015	—	`ch.`	State-of-the-Art and Future Challenges in the Integration of Biobank Catalogues. Smart Health Heimo Müller, Robert Reihs, Kurt Zatloukal, Fleur Jeanquartier, Roxana Merino-Martinez, David van Enckevort, Morris A. Swertz, Andreas Holzinger
2015	J	`jnl`	The fine art of user-centered software development. Softw. Qual. J. Bernhard Peischl, Michaela Ferk, Andreas Holzinger
2015	—	`conf`	Towards Integrative Machine Learning and Knowledge Extraction. BIRS-IMLKE Andreas Holzinger, Randy Goebel, Vasile Palade, Massimo Ferri
2015	—	`ch.`	Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges. Smart Health Klaus Donsa, Stephan Spat, Peter Beck, Thomas R. Pieber, Andreas Holzinger
2015	J	`jnl`	Ubiquitous Computing at its best: Serious exercise games for older adults in ambient assisted living environments - a technology acceptance perspective. EAI Endorsed Trans. Serious Games Philipp Brauner, Andreas Holzinger, Martina Ziefle
2015	—	`conf`	Using WCAG 2.0 and Heuristic Evaluation to Evaluate Accessibility in Educational Web Based Pages. LTEC@KMO Matjaz Debevc, Ines Kozuh, Simon Hauptman, Andrej Klembas, Julija Lapuh Bele, Andreas Holzinger
2015	—	`conf`	Witnesses for the Doctor in the Loop. BIH Peter Kieseberg, Johannes Schantl, Peter Frühwirt, Edgar R. Weippl, Andreas Holzinger
2014	J	`jnl`	Analysis of biomedical data with multilevel glyphs. BMC Bioinform. Heimo Müller, Robert Reihs, Kurt Zatloukal, Andreas Holzinger
2014	—	`ch.`	Biobanks - A Source of Large Biological Data Sets: Open Problems and Future Challenges. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Berthold Huppertz, Andreas Holzinger
2014	—	`ch.`	Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Andreas Holzinger, Johannes Schantl, Miriam Schroettner, Christin Seifert, Karin Verspoor
2014	J	`jnl`	Casebook: a virtual patient iPad application for teaching decision-making through the use of electronic health records. BMC Medical Informatics Decis. Mak. Marcus D. Bloice, Klaus-Martin Simonic, Andreas Holzinger
2014	J	`jnl`	Computational approaches for mining user's opinions on the Web 2.0. Inf. Process. Manag. Gerald Petz, Michal P. Karpowicz, Harald Fürschuß, Andreas Auinger, Václav Stríteský, Andreas Holzinger
2014	C	`ed.`	DATA 2014 - Proceedings of 3rd International Conference on Data Management Technologies and Applications, Vienna, Austria, 29-31 August, 2014 DATA Markus Helfert, Andreas Holzinger, Orlando Belo, Chiara Francalanci
2014	—	`ed.`	DCNET 2014 - Proceedings of the 5th International Conference on Data Communication Networking, Vienna, Austria, 28-30 August, 2014 DCNET Mohammad S. Obaidat, Andreas Holzinger, José Luis Sevillano, Pascal Lorenz
2014	—	`ch.`	Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Katharina Holzinger, Vasile Palade, Raul Rabadan, Andreas Holzinger
2014	—	`conf`	Darwin, Lamarck, or Baldwin: Applying Evolutionary Algorithms to Machine Learning Techniques. WI-IAT (1) Andreas Holzinger, David Blanchard, Marcus D. Bloice, Katharina Holzinger, Vasile Palade, Raul Rabadan
2014	J	`jnl`	Development and evaluation of an e-learning course for deaf and hard of hearing based on the advanced Adapted Pedagogical Index method. Interact. Learn. Environ. Matjaz Debevc, Zoran Stjepanovic, Andreas Holzinger
2014	—	`conf`	Energizing People's Work - Transforming Organizations Through Gamification. ICE-B Bernhard Peischl, Johannes Schantl, Andreas Holzinger
2014	—	`conf`	Enhancing Interdisciplinary Cooperation by Social Platforms - Assessing the Usefulness of Bibliometric Social Network Visualization in Large-Scale Research Clusters. HCI (12) André Calero Valdez, Anne Kathrin Schaar, Martina Ziefle, Andreas Holzinger
2014	—	`conf`	Enhancing Patient Safety through Human-Computer Information Retrieval on the Example of German-Speaking Surgical Reports. DEXA Workshops Christof Stocker, Leopold-Michael Marzi, Christian Matula, Johannes Schantl, Gottfried Prohaska, Alberto Brabenetz, Andreas Holzinger
2014	—	`conf`	Entropy-Based Data Mining on the Example of Cardiac Arrhythmia Suppression. Brain Informatics and Health Martin Bachler, Matthias Hörtenhuber, Christopher C. Mayer, Andreas Holzinger, Siegfried Wassertheurer
2014	—	`conf`	Extravaganza Tutorial on Hot Ideas for Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. Brain Informatics and Health Andreas Holzinger
2014	J	`jnl`	Functional and genetic analysis of the colon cancer network. BMC Bioinform. Frank Emmert-Streib, Ricardo de Matos Simoes, Galina V. Glazko, Simon S. McDade, Benjamin Haibe-Kains, Andreas Holzinger, Matthias Dehmer, Frederick Campbell
2014	—	`ed.`	ICE-B 2014 - Proceedings of the 11th International Conference on e-Business, Vienna, Austria, 28-30 August, 2014 ICE-B Mohammad S. Obaidat, Andreas Holzinger, Marten van Sinderen, Peter Dolog
2014	—	`ed.`	ICSOFT-EA 2014 - Proceedings of the 9th International Conference on Software Engineering and Applications, Vienna, Austria, 29-31 August, 2014 ICSOFT-EA Andreas Holzinger, Thérèse Libourel, Leszek A. Maciaszek, Stephen J. Mellor
2014	—	`ed.`	ICSOFT-PT 2014 - Proceedings of the 9th International Conference on Software Paradigm Trends, Vienna, Austria, 29-31 August, 2014 ICSOFT-PT Andreas Holzinger, Jorge Cardoso, José Cordeiro, Marten van Sinderen, Stephen J. Mellor
2014	—	`book`	Interactive Knowledge Discovery and Data Mining in Biomedical Informatics - State-of-the-Art and Future Challenges Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Andreas Holzinger, Igor Jurisica
2014	—	`ch.`	Knowledge Discovery and Data Mining in Biomedical Informatics: The Future Is in Integrative, Interactive Machine Learning Solutions. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Andreas Holzinger, Igor Jurisica
2014	—	`ch.`	Knowledge Discovery and Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Pinar Yildirim, Marcus D. Bloice, Andreas Holzinger
2014	J	`jnl`	Knowledge Discovery and interactive Data Mining in Bioinformatics - State-of-the-Art, future challenges and research directions. BMC Bioinform. Andreas Holzinger, Matthias Dehmer, Igor Jurisica
2014	J	`jnl`	Knowledge discovery of drug data on the example of adverse reaction prediction. BMC Bioinform. Pinar Yildirim, Ljiljana Majnaric, Ilyas Ozgur Ekmekci, Andreas Holzinger
2014	—	`conf`	Mobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a Hospital. CD-ARES Andreas Holzinger, Bettina Sommerauer, Peter Spitzer, Simon Juric, Borut Zalik, Matjaz Debevc, Chantal Lidynia, André Calero Valdez, Carsten Röcker, Martina Ziefle
2014	—	`ch.`	Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Andreas Holzinger, Bernhard Ofner, Matthias Dehmer
2014	—	`ed.`	OPTICS 2014 - Proceedings of the 5th International Conference on Optical Communication Systems, Vienna, Austria, 28-30 August, 2014 OPTICS Mohammad S. Obaidat, Andreas Holzinger, Panagiotis G. Sarigiannidis
2014	—	`ch.`	On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Cagatay Turkay, Fleur Jeanquartier, Andreas Holzinger, Helwig Hauser
2014	—	`ch.`	On Entropy-Based Data Mining. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Andreas Holzinger, Matthias Hörtenhuber, Christopher C. Mayer, Martin Bachler, Siegfried Wassertheurer, Armando J. Pinho, David Koslicki
2014	—	`conf`	On Graph Extraction from Image Data. Brain Informatics and Health Andreas Holzinger, Bernd Malle, Nicola Giuliani
2014	C	`conf`	On Interaction in Data Mining. MODELSWARD Andreas Holzinger
2014	—	`conf`	On Interaction in Data Mining. VISAPP (1) Andreas Holzinger
2014	—	`conf`	On Patient's Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine Learning. ITBAM Frantisek Babic, Ljiljana Majnaric, Alexandra Lukácová, Ján Paralic, Andreas Holzinger
2014	—	`conf`	On Terrain Coverage Optimization by Using a Network Approach for Universal Graph-Based Data Mining and Knowledge Discovery. Brain Informatics and Health Michael Preuß, Matthias Dehmer, Stefan Pickl, Andreas Holzinger
2014	—	`ch.`	On Topological Data Mining. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Andreas Holzinger
2014	—	`ch.`	On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Andreas Holzinger, Bernd Malle, Marcus D. Bloice, Marco Wiltgen, Massimo Ferri, Ignazio Stanganelli, Rainer Hofmann-Wellenhof
2014	—	`ed.`	PhyCS 2014 - Proceedings of the International Conference on Physiological Computing Systems, Lisbon, Portugal, 7 - 9 January, 2014. PhyCS Andreas Holzinger, Stephen H. Fairclough, Dennis Majoe, Hugo Plácido da Silva
2014	—	`ed.`	Physiological Computing Systems - First International Conference, PhyCS 2014, Lisbon, Portugal, January 7-9, 2014, Revised Selected Papers PhyCS (Selected Papers) Hugo Plácido da Silva, Andreas Holzinger, Stephen H. Fairclough, Dennis Majoe
2014	—	`ch.`	Protecting Anonymity in Data-Driven Biomedical Science. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics Peter Kieseberg, Heidelinde Hobel, Sebastian Schrittwieser, Edgar R. Weippl, Andreas Holzinger
2014	C	`ed.`	SECRYPT 2014 - Proceedings of the 11th International Conference on Security and Cryptography, Vienna, Austria, 28-30 August, 2014 SECRYPT Mohammad S. Obaidat, Andreas Holzinger, Pierangela Samarati
2014	—	`ed.`	SIGMAP 2014 - Proceedings of the 11th International Conference on Signal Processing and Multimedia Applications, Vienna, Austria, 28-30 August, 2014 SIGMAP Mohammad S. Obaidat, Andreas Holzinger, Enrique Cabello
2014	J	`jnl`	Selection of entropy-measure parameters for knowledge discovery in heart rate variability data. BMC Bioinform. Christopher C. Mayer, Martin Bachler, Matthias Hörtenhuber, Christof Stocker, Andreas Holzinger, Siegfried Wassertheurer
2014	—	`conf`	Towards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet Computers. CD-ARES Andreas Holzinger, Michael Schwarz, Bernhard Ofner, Fleur Jeanquartier, André Calero Valdez, Carsten Röcker, Martina Ziefle
2014	J	`jnl`	Trends in Interactive Knowledge Discovery for Personalized Medicine: Cognitive Science meets Machine Learning. IEEE Intell. Informatics Bull. Andreas Holzinger
2014	—	`ch.`	Visual Data Mining: Effective Exploration of the Biological Universe. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics David Otasek, Chiara Pastrello, Andreas Holzinger, Igor Jurisica
2014	J	`jnl`	Visual Insights: A Practical Guide to Making Sense of Data. Online Inf. Rev. Andreas Holzinger
2014	—	`ed.`	WINSYS 2014 - Proceedings of the 11th International Conference on Wireless Information Networks and Systems, Vienna, Austria, 28-30 August, 2014 WINSYS Mohammad S. Obaidat, Andreas Holzinger, Franco Davoli, Petros Nicopolitidis, Dimitrios D. Vergados
2013	—	`conf`	Acceptance of Telemedical Treatments - A Medical Professional Point of View. HCI (14) Martina Ziefle, Lars Klack, Wiktoria Wilkowska, Andreas Holzinger
2013	—	`conf`	Combining HCI, Natural Language Processing, and Knowledge Discovery - Potential of IBM Content Analytics as an Assistive Technology in the Biomedical Field. CHI-KDD Andreas Holzinger, Christof Stocker, Bernhard Ofner, Gottfried Prohaska, Alberto Brabenetz, Rainer Hofmann-Wellenhof
2013	—	`ed.`	Human Factors in Computing and Informatics - First International Conference, SouthCHI 2013, Maribor, Slovenia, July 1-3, 2013. Proceedings SouthCHI Andreas Holzinger, Martina Ziefle, Martin Hitz, Matjaz Debevc
2013	—	`conf`	Human-Computer Interaction and Knowledge Discovery (HCI-KDD): What Is the Benefit of Bringing Those Two Fields to Work Together? CD-ARES Andreas Holzinger
2013	—	`ed.`	Human-Computer Interaction and Knowledge Discovery in Complex, Unstructured, Big Data - Third International Workshop, HCI-KDD 2013, Held at SouthCHI 2013, Maribor, Slovenia, July 1-3, 2013. Proceedings CHI-KDD Andreas Holzinger, Gabriella Pasi
2013	—	`conf`	Influence of Organizational Culture and Communication on the Successful Implementation of Information Technology in Hospitals. HCI (21) Shuyan Xie, Markus Helfert, Artur Lugmayr, Rüdiger Heimgärtner, Andreas Holzinger
2013	—	`conf`	Integrating User-centred Design in an Early Stage of Mobile Medical Application Prototyping - A Case Study on Data Acquistion in Health Organisations. DCNET/ICE-B/OPTICS Bernhard Peischl, Michaela Ferk, Andreas Holzinger
2013	—	`conf`	Introducing an Information System for Successful Support of Selective Attention in Online Courses. HCI (8) Martin Ebner, Josef Wachtler, Andreas Holzinger
2013	J	`jnl`	KNODWAT: A scientific framework application for testing knowledge discovery methods for the biomedical domain. BMC Bioinform. Andreas Holzinger, Mario Zupan
2013	—	`conf`	Older Users' Wish List for Technology Attributes - A Comparison of Household and Medical Technologies. CD-ARES Simon Himmel, Martina Ziefle, Chantal Lidynia, Andreas Holzinger
2013	—	`conf`	On Graph Entropy Measures for Knowledge Discovery from Publication Network Data. CD-ARES Andreas Holzinger, Bernhard Ofner, Christof Stocker, André Calero Valdez, Anne Kathrin Schaar, Martina Ziefle, Matthias Dehmer
2013	—	`conf`	On Interactive Data Visualization of Physiological Low-Cost-Sensor Data with Focus on Mental Stress. CD-ARES Andreas Holzinger, Manuel Bruschi, Wolfgang Eder
2013	—	`conf`	On Knowledge Discovery in Open Medical Data on the Example of the FDA Drug Adverse Event Reporting System for Alendronate (Fosamax). CHI-KDD Pinar Yildirim, Ilyas Ozgur Ekmekci, Andreas Holzinger
2013	—	`conf`	On Visual Analytics and Evaluation in Cell Physiology: A Case Study. CD-ARES Fleur Jeanquartier, Andreas Holzinger
2013	—	`conf`	On the Prediction of Clusters for Adverse Reactions and Allergies on Antibiotics for Children to Improve Biomedical Decision Making. CD-ARES Pinar Yildirim, Ljiljana Majnaric, Ilyas Ozgur Ekmekci, Andreas Holzinger
2013	J	`jnl`	On the usage of health records for the design of virtual patients: a systematic review. BMC Medical Informatics Decis. Mak. Marcus D. Bloice, Klaus-Martin Simonic, Andreas Holzinger
2013	—	`conf`	Opinion Mining on the Web 2.0 - Characteristics of User Generated Content and Their Impacts. CHI-KDD Gerald Petz, Michal P. Karpowicz, Harald Fürschuß, Andreas Auinger, Václav Stríteský, Andreas Holzinger
2013	—	`ch.`	Quality-Based Knowledge Discovery from Medical Text on the Web. Quality Issues in the Management of Web Information Andreas Holzinger, Pinar Yildirim, Michael Geier, Klaus-Martin Simonic
2013	—	`conf`	Towards the Personalization of CAPTCHA Mechanisms Based on Individual Differences in Cognitive Processing. SouthCHI Marios Belk, Panagiotis Germanakos, Christos Fidas, Andreas Holzinger, George Samaras
2013	J	`jnl`	Wave reflection quantification based on pressure waveforms alone - Methods, comparison, and clinical covariates. Comput. Methods Programs Biomed. Bernhard Hametner, Siegfried Wassertheurer, Johannes Kropf, Christopher C. Mayer, Andreas Holzinger, Bernd Eber, Thomas Weber
2013	J	`jnl`	Web analytics of user path tracing and a novel algorithm for generating recommendations in Open Journal Systems. Online Inf. Rev. Behnam Taraghi, Martin Grossegger, Martin Ebner, Andreas Holzinger
2012	—	`conf`	A Mobile Information System for Improved Navigation in Public Transport - User Centered Design, Development, Evaluation and e-Business Scenarios of a Mobile Roadmap Application. DCNET/ICE-B/OPTICS Bernhard Peischl, Martina Ziefle, Andreas Holzinger
2012	—	`conf`	A Systematic Success Factor Analysis in the Context of Enterprise 2.0: Results of an Exploratory Analysis Comprising Digital Immigrants and Digital Natives. EC-Web Dietmar Nedbal, Andreas Auinger, Alexander Hochmeier, Andreas Holzinger
2012	—	`conf`	ArchaeoApp Rome Edition (AARE): Making Invisible Sites Visible - e-Business Aspects of Historic Knowledge Discovery via Mobile Devices. DCNET/ICE-B/OPTICS Katharina Holzinger, Gabriele Koiner-Erath, Primoz Kosec, Markus Fassold, Andreas Holzinger
2012	Misc	`conf`	Assessment for/as Learning: Integrated Automatic Assessment in Complex Learning Resources for Self-Directed Learning. CISIS Mohammad Al-Smadi, Gudrun Wesiak, Christian Guetl, Andreas Holzinger
2012	—	`conf`	Big Complex Biomedical Data: Towards a Taxonomy of Data. ICETE (Selected Papers) Andreas Holzinger, Christof Stocker, Matthias Dehmer
2012	—	`conf`	Computational Sensemaking on Examples of Knowledge Discovery from Neuroscience Data: Towards Enhancing Stroke Rehabilitation. ITBAM Andreas Holzinger, Reinhold Scherer, Martin Seeber, Johanna Wagner, Gernot R. Müller-Putz
2012	B	`conf`	Disease-Disease Relationships for Rheumatic Diseases: Web-Based Biomedical Textmining an Knowledge Discovery to Assist Medical Decision Making. COMPSAC Andreas Holzinger, Klaus-Martin Simonic, Pinar Yildirim
2012	—	`conf`	Making Apps Useable on Multiple Different Mobile Platforms: On Interoperability for Business Application Development on Smartphones. CD-ARES Andreas Holzinger, Peter Treitler, Wolfgang Slany
2012	—	`conf`	Mobile Anwendungen für Medizin und Gesundheit. MuC (Workshopband) Jasminko Novak, Jürgen Ziegler, Ulrich Hoppe, Andreas Holzinger, Christoph Heintze, Martin Böckle
2012	J	`jnl`	Modeling, design, development and evaluation of a hypervideo presentation for digital systems teaching and learning. Multim. Tools Appl. Samra Mujacic, Matjaz Debevc, Primoz Kosec, Marcus D. Bloice, Andreas Holzinger
2012	—	`conf`	On Applying Approximate Entropy to ECG Signals for Knowledge Discovery on the Example of Big Sensor Data. AMT Andreas Holzinger, Christof Stocker, Manuel Bruschi, Andreas Auinger, Hugo Silva, Hugo Gamboa, Ana L. N. Fred
2012	—	`conf`	On Complexity Reduction of User Interfaces for Safety-Critical Systems. CD-ARES Andreas Holzinger, Evgenia Popova, Bernhard Peischl, Martina Ziefle
2012	C	`conf`	On Knowledge Discovery and Interactive Intelligent Visualization of Biomedical Data - Challenges in Human-Computer Interaction & Biomedical Informatics. DATA Andreas Holzinger
2012	—	`conf`	On Text Preprocessing for Opinion Mining Outside of Laboratory Environments. AMT Gerald Petz, Michal P. Karpowicz, Harald Fürschuß, Andreas Auinger, Stephan M. Winkler, Susanne Schaller, Andreas Holzinger
2012	J	`jnl`	On Using Entropy for Enhancing Handwriting Preprocessing. Entropy Andreas Holzinger, Christof Stocker, Bernhard Peischl, Klaus-Martin Simonic
2012	—	`conf`	On the Development of Smart Adaptive User Interfaces for Mobile e-Business Applications - Towards Enhancing User Experience - Some Lessons Learned. DCNET/ICE-B/OPTICS Andreas Holzinger, Michael Geier, Panagiotis Germanakos
2012	—	`conf`	Online and Offline Determination of QT and PR Interval and QRS Duration in Electrocardiography. ICPCA/SWS Martin Bachler, Christopher C. Mayer, Bernhard Hametner, Siegfried Wassertheurer, Andreas Holzinger
2012	—	`conf`	Search Engine Optimization Meets e-Business - A Theory-based Evaluation: Findability and Usability as Key Success Factors. DCNET/ICE-B/OPTICS Andreas Auinger, Patrick Brandtner, Petra Großdeßner, Andreas Holzinger
2012	—	`conf`	Sign Language Multimedia Based Interaction for Aurally Handicapped People. ICCHP (2) Matjaz Debevc, Ines Kozuh, Primoz Kosec, Milan Rotovnik, Andreas Holzinger
2012	—	`conf`	Towards a Framework Based on Single Trial Connectivity for Enhancing Knowledge Discovery in BCI. AMT Martin Billinger, Clemens Brunner, Reinhold Scherer, Andreas Holzinger, Gernot R. Müller-Putz
2012	—	`conf`	Using Mixed Node Publication Network Graphs for Analyzing Success in Interdisciplinary Teams. AMT André Calero Valdez, Anne Kathrin Schaar, Martina Ziefle, Andreas Holzinger, Sabina Jeschke, Christian Brecher
2012	—	`conf`	iScope - Viewing Biosignals on Mobile Devices. ICPCA/SWS Christian Breitwieser, Oliver Terbu, Andreas Holzinger, Clemens Brunner, Stefanie N. Lindstaedt, Gernot R. Müller-Putz
2011	J	`jnl`	A Comparison of Different Retrieval Strategies Working on Medical Free Texts. J. Univers. Comput. Sci. Markus Kreuzthaler, Marcus D. Bloice, Lukas Faulstich, Klaus-Martin Simonic, Andreas Holzinger
2011	—	`conf`	An Answer to "Who Needs a Stylus?" on Handwriting Recognition on Mobile Devices. ICETE (Selected Papers) Andreas Holzinger, Gig Searle, Bernhard Peischl, Matjaz Debevc
2011	—	`conf`	Applying Aspect Oriented Programming in Usability Engineering Processes - On the Example of Tracking Usage Information for Remote Usability Testing. ICE-B Andreas Holzinger, Martin Brugger, Wolfgang Slany
2011	—	`conf`	Archaeological Scavenger Hunt on Mobile Devices: From e-Education to e-Business - A Triple Adaptive Mobile Application for Supporting Experts, Tourists and Children. ICE-B Katharina Holzinger, Manfred Lehner, Markus Fassold, Andreas Holzinger
2011	—	`conf`	Conformity with User Expectations on the Web: Are There Cultural Differences for Design Principles? HCI (9) Andreas Auinger, Anna Maria Aistleithner, Harald Kindermann, Andreas Holzinger
2011	J	`jnl`	Design and development of a mobile computer application to reengineer workflows in the hospital and the methodology to evaluate its effectiveness. J. Biomed. Informatics Andreas Holzinger, Primoz Kosec, Gerold Schwantzer, Matjaz Debevc, Rainer Hofmann-Wellenhof, Julia Frühauf
2011	—	`conf`	Design of a Mobile, Safety-Critical in-Patient Glucose Management System. MIE Bernhard Höll, Stephan Spat, Johannes Plank, Lukas Schaupp, Katharina Neubauer, Peter Beck, Franco Chiarugi, Vasilis Kontogiannis, Thomas R. Pieber, Andreas Holzinger
2011	—	`conf`	Development of an Interactive Application for Learning Medical Procedures and Clinical Decision Making. USAB Marcus D. Bloice, Klaus-Martin Simonic, Markus Kreuzthaler, Andreas Holzinger
2011	—	`conf`	EduPunks and Learning Management Systems - Conflict or Chance? ICHL Martin Ebner, Andreas Holzinger, Nick Scerbakov, Philip Tsang
2011	—	`conf`	Handwriting Recognition on Mobile Devices - State of the Art Technology, Usability and Business Analysis. ICE-B Andreas Holzinger, Lamija Basic, Bernhard Peischl, Matjaz Debevc
2011	J	`jnl`	Improving multimodal web accessibility for deaf people: sign language interpreter module. Multim. Tools Appl. Matjaz Debevc, Primoz Kosec, Andreas Holzinger
2011	—	`conf`	Informatics as Semiotics Engineering: Lessons Learned from Design, Development and Evaluation of Ambient Assisted Living Applications for Elderly People. HCI (7) Andreas Holzinger, Gig Searle, Andreas Auinger, Martina Ziefle
2011	—	`ed.`	Information Quality in e-Health - 7th Conference of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society, USAB 2011, Graz, Austria, November 25-26, 2011. Proceedings USAB Andreas Holzinger, Klaus-Martin Simonic
2011	—	`conf`	Interactive Visualization for Information Analysis in Medical Diagnosis. USAB B. L. William Wong, Kai Xu, Andreas Holzinger
2011	J	`jnl`	Investigating paper vs. screen in real-life hospital workflows: Performance contradicts perceived superiority of paper in the user experience. Int. J. Hum. Comput. Stud. Andreas Holzinger, Markus Baernthaler, Walter Pammer, Herman Katz, Vesna Bjelic-Radisic, Martina Ziefle
2011	—	`conf`	Medical Technology in Smart Homes: Exploring the User's Perspective on Privacy, Intimacy and Trust. COMPSAC Workshops Martina Ziefle, Carsten Röcker, Andreas Holzinger
2011	—	`conf`	Navigating through Very Large Sets of Medical Records: An Information Retrieval Evaluation Architecture for Non-standardized Text. USAB Markus Kreuzthaler, Marcus D. Bloice, Klaus-Martin Simonic, Andreas Holzinger
2011	—	`conf`	Navigational User Interface Elements on the Left Side: Intuition of Designers or Experimental Evidence? INTERACT (2) Andreas Holzinger, Reinhold Scherer, Martina Ziefle
2011	—	`conf`	Optimizing long-term treatment of rheumatoid arthritis with systematic documentation. PervasiveHealth Klaus-Martin Simonic, Andreas Holzinger, Marcus D. Bloice, Josef Hermann
2011	—	`conf`	Perceived usefulness of assistive technologies and electronic services for ambient assisted living. PervasiveHealth Martina Ziefle, Carsten Röcker, Andreas Holzinger
2011	—	`conf`	Rapid Prototyping on the Example of Software Development in Automotive Industry - The Importance of Their Provision for Software Projects at the Correct Time. ICE-B Andreas Holzinger, Olivia Waclick, Frank Kappe, Stephan Lenhart, Gerbert Orasche, Bernhard Peischl
2011	—	`conf`	Shadow Expert Technique (SET) for Interaction Analysis in Educational Systems. HCI (8) Christian Stickel, Martin Ebner, Andreas Holzinger
2011	J	`jnl`	The effect of previous exposure to technology on acceptance and its importance in usability and accessibility engineering. Univers. Access Inf. Soc. Andreas Holzinger, Gig Searle, Michaela Wernbacher
2011	—	`conf`	User-centric Usability Evaluation for Enterprise 2.0 Platforms - A Complementary Multi-method Approach. ICE-B Andreas Auinger, Dietmar Nedbal, Alexander Hochmeier, Andreas Holzinger
2010	—	`conf`	Applying Model-view-controller (MVC) in Design and Development of Information Systems - An Example of Smart Assistive Script Breakdown in an e-Business Application. ICE-B Andreas Holzinger, Karl Heinz Struggl, Matjaz Debevc
2010	—	`conf`	Chances of Increasing Youth Health Awareness through Mobile Wellness Applications. USAB Andreas Holzinger, Stefan Dorner, Manuela Födinger, André Calero Valdez, Martina Ziefle
2010	—	`conf`	E-Learning Accessibility for the Deaf and Hard of Hearing - Practical Examples and Experiences. USAB Matjaz Debevc, Primoz Kosec, Andreas Holzinger
2010	—	`ed.`	HCI in Work and Learning, Life and Leisure - 6th Symposium of the Workgroup Human-Computer Interaction and Usability Engineering, USAB 2010, Klagenfurt, Austria, November 4-5, 2010. Proceedings USAB Gerhard Leitner, Martin Hitz, Andreas Holzinger
2010	—	`conf`	Human-Computer Interaction and Usability Engineering for Elderly (HCI4AGING): Introduction to the Special Thematic Session. ICCHP (2) Andreas Holzinger, Martina Ziefle, Carsten Röcker
2010	J	`jnl`	Human-Computer Interaction for Medicine and Health Care (HCI4MED): Towards making Information usable. Int. J. Hum. Comput. Stud. Andreas Holzinger, Harold W. Thimbleby, Russell Beale
2010	—	`conf`	International Workshop on Enabling User Experience with Future Interactive Learning Systems (UXFUL 2010). USAB Sabine Graf, Kinshuk, Andreas Holzinger
2010	—	`conf`	Mental Models of Menu Structures in Diabetes Assistants. ICCHP (2) André Calero Valdez, Martina Ziefle, Firat Alagöz, Andreas Holzinger
2010	J	`jnl`	Nintendo Wii Remote Controller in Higher Education: Development and Evaluation of a Demonstrator Kit for e-Teaching. Comput. Informatics Andreas Holzinger, Selver Softic, Christian Stickel, Martin Ebner, Matjaz Debevc, Bo Hu
2010	—	`conf`	On the Paradigm Shift of Search on Mobile Devices: Some Remarks on User Habits. USAB Marcus D. Bloice, Markus Kreuzthaler, Klaus-Martin Simonic, Andreas Holzinger
2010	—	`conf`	Optimization of a Handwriting Recognition Algorithm for a Mobile Enterprise Health Information System on the Basis of Real-Life Usability Research. ICETE (Selected Papers) Andreas Holzinger, Martin Schlögl, Bernhard Peischl, Matjaz Debevc
2010	—	`conf`	Perceived usefulness among elderly people: Experiences and lessons learned during the evaluation of a wrist device. PervasiveHealth Andreas Holzinger, Gig Searle, Stephan Prückner, Silke Steinbach-Nordmann, Thomas Kleinberger, Etienne Hirt, Jens Temnitzer
2010	—	`conf`	Preferences of Handwriting Recognition on Mobile Information Systems in Medicine - Improving Handwriting Algorithm on the Basis of Real-life Usability Research. ICE-B Andreas Holzinger, Martin Schlögl, Bernhard Peischl, Matjaz Debevc
2010	—	`conf`	Sign Language Interpreter Module: Accessible Video Retrieval with Subtitles. ICCHP (2) Primoz Kosec, Matjaz Debevc, Andreas Holzinger
2010	—	`conf`	The Influence of AJAX on Web Usability. ICE-B Andreas Holzinger, Stefan Mayer, Wolfgang Slany, Matjaz Debevc
2010	—	`conf`	The XAOS Metric - Understanding Visual Complexity as Measure of Usability. USAB Christian Stickel, Martin Ebner, Andreas Holzinger
2010	J	`jnl`	Towards life long learning: three models for ubiquitous applications. Wirel. Commun. Mob. Comput. Andreas Holzinger, Alexander K. Nischelwitzer, Silvia Friedl, Bo Hu
2010	—	`conf`	Use of Wiki Systems in Archaeology - Privacy, Security and Data Protection as Key Problems. ICE-B Katharina Holzinger, Andreas Holzinger, Christian Safran, Gabriele Koiner-Erath, Edgar R. Weippl
2009	—	`conf`	A Mixed-Method Approach on Digital Educational Games for K12: Gender, Attitudes and Performance. USAB Effie Lai-Chong Law, Tim Gamble, Daniel Schwarz, Michael D. Kickmeier-Rust, Andreas Holzinger
2009	—	`conf`	A Study on the Compatibility of Ubiquitous Learning (u-Learning) Systems at University Level. HCI (7) Martin Ebner, Christian Stickel, Nick Scerbakov, Andreas Holzinger
2009	—	`conf`	Accessible Multimodal Web Pages with Sign Language Translations for Deaf and Hard of Hearing Users. DEXA Workshops Matjaz Debevc, Primoz Kosec, Milan Rotovnik, Andreas Holzinger
2009	—	`conf`	Current State of Agile User-Centered Design: A Survey. USAB Zahid Hussain, Wolfgang Slany, Andreas Holzinger
2009	—	`conf`	Emotion Detection: Application of the Valence Arousal Space for Rapid Biological Usability Testing to Enhance Universal Access. HCI (5) Christian Stickel, Martin Ebner, Silke Steinbach-Nordmann, Gig Searle, Andreas Holzinger
2009	—	`ed.`	HCI and Usability for e-Inclusion, 5th Symposium of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society, USAB 2009, Linz, Austria, November 9-10, 2009 Proceedings USAB Andreas Holzinger, Klaus Miesenberger
2009	—	`conf`	Interactive technology for enhancing distributed learning: a study on weblogs. BCS HCI Andreas Holzinger, Michael D. Kickmeier-Rust, Martin Ebner
2009	—	`conf`	Intuitive E-Teaching by Using Combined HCI Devices: Experiences with Wiimote Applications. HCI (7) Andreas Holzinger, Selver Softic, Christian Stickel, Martin Ebner, Matjaz Debevc
2009	—	`conf`	Investigating Agile User-Centered Design in Practice: A Grounded Theory Perspective. USAB Zahid Hussain, Wolfgang Slany, Andreas Holzinger
2009	—	`conf`	Java's alternatives and the limitations of Java when writing cross-platform applications for mobile devices in the medical domain. ITI Marcus D. Bloice, Franz Wotawa, Andreas Holzinger
2009	J	`jnl`	Learning performance with interactive simulations in medical education: Lessons learned from results of learning complex physiological models with the HAEMOdynamics SIMulator. Comput. Educ. Andreas Holzinger, Michael D. Kickmeier-Rust, Siegfried Wassertheurer, Michael Hessinger
2009	—	`conf`	Mixing Content and Endless Collaboration - MashUps: Towards Future Personal Learning Environments. HCI (7) Andreas Auinger, Martin Ebner, Dietmar Nedbal, Andreas Holzinger
2009	—	`conf`	Seeing the System through the End Users' Eyes: Shadow Expert Technique for Evaluating the Consistency of a Learning Management System. USAB Andreas Holzinger, Christian Stickel, Markus Fassold, Martin Ebner
2009	—	`conf`	The modeling of harmonious color combinations for improved usability and UX. ITI Christian Stickel, Karin Maier, Martin Ebner, Andreas Holzinger
2008	J	`jnl`	Adaptive multimedia presentations enabling universal access in technology enhanced situational learning. Univers. Access Inf. Soc. Thomas Kleinberger, Andreas Holzinger, Paul Müller
2008	C	`conf`	An Investigation on Acceptance of Ubiquitous Devices for the Elderly in a Geriatric Hospital Environment: Using the Example of Person Tracking. ICCHP Andreas Holzinger, Klaus Schaupp, Walter Eder-Halbedl
2008	—	`conf`	An investigation of finger versus stylus input in medical scenarios. ITI Andreas Holzinger, Martin Höller, Martin Schedlbauer, Berndt Urlesberger
2008	—	`conf`	Challenges in the Development and Evaluation of Immersive Digital Educational Games. USAB Effie Lai-Chong Law, Michael D. Kickmeier-Rust, Dietrich Albert, Andreas Holzinger
2008	J	`jnl`	Design, development and evaluation of online interactive simulation software for learning human genetics. Elektrotech. Informationstechnik Andreas Holzinger, Werner Emberger, Siegfried Wassertheurer, Lisa Neal
2008	J	`jnl`	Dynamic Media in Computer Science Education; Content Complexity and Learning Performance: Is Less More? J. Educ. Technol. Soc. Andreas Holzinger, Michael D. Kickmeier-Rust, Dietrich Albert
2008	—	`conf`	Examples of using technology in teaching Human - Computer Interaction according to the Bologna process. ITI Matjaz Debevc, Primoz Kosec, Andreas Holzinger
2008	C	`conf`	From Cultural to Individual Adaptive End-User Interfaces: Helping People with Special Needs. ICCHP Rüdiger Heimgärtner, Andreas Holzinger, Ray Adams
2008	—	`ed.`	HCI and Usability for Education and Work, 4th Symposium of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society, USAB 2008, Graz, Austria, November 20-21, 2008. Proceedings USAB Andreas Holzinger
2008	J	`jnl`	Hemodynamic models for education in physiology. Math. Comput. Simul. Michael Hessinger, Andreas Holzinger, Daniel Leitner, Siegfried Wassertheurer
2008	C	`conf`	Introduction to the Special Thematic Session: Human-Computer Interaction and Usability for Elderly (HCI4AGING). ICCHP Andreas Holzinger, Kizito Ssamula Mukasa, Alexander K. Nischelwitzer
2008	C	`conf`	Investigating Usability Metrics for the Design and Development of Applications for the Elderly. ICCHP Andreas Holzinger, Gig Searle, Thomas Kleinberger, Ahmed Seffah, Homa Javahery
2008	—	`conf`	Low cost prototyping: part 1, or how to produce better ideas faster by getting user reactions early and often. BCS HCI (2) Stephen Brown, Andreas Holzinger
2008	—	`conf`	Low cost prototyping: part 2, or how to apply the thinking-aloud method efficiently. BCS HCI (2) Andreas Holzinger, Stephen Brown
2008	—	`conf`	More Than Just a Game: Accessibility in Computer Games. USAB Klaus Miesenberger, Roland Ossmann, Dominique Archambault, Gig Searle, Andreas Holzinger
2008	J	`jnl`	Semantic Information in Medical Information Systems: Utilization of Text Mining Techniques to Analyze Medical Diagnoses. J. Univers. Comput. Sci. Andreas Holzinger, Regina Geierhofer, Felix Mödritscher, Roland Tatzl
2008	—	`conf`	Typical Problems with Developing Mobile Applications for Health Care - Some Lessons Learned from Developing User-centered Mobile Applications in a Hospital Environment. ICE-B Andreas Holzinger, Martin Höller, Marcus D. Bloice, Berndt Urlesberger
2008	J	`jnl`	Universal access to technology-enhanced learning. Univers. Access Inf. Soc. Andreas Holzinger
2008	J	`jnl`	Useful Oblivion Versus Information Overload in e-Learning Examples in the Context of Wiki Systems. J. Comput. Inf. Technol. Christian Stickel, Martin Ebner, Andreas Holzinger
2008	—	`conf`	Useful oblivion versus Information Overload in e-learning examples in the context of Wiki systems. ITI Christian Stickel, Andreas Holzinger, Martin Ebner
2008	J	`jnl`	Utilizing Wiki-Systems in higher education classes: a chance for universal access? Univers. Access Inf. Soc. Martin Ebner, Michael D. Kickmeier-Rust, Andreas Holzinger
2008	—	`conf`	Work Lists for the Transport of Patients - A Case for Mobile Applications in Health Care. ICE-B Andreas Holzinger, Jürgen Trauner, Stefan Biffl
2008	—	`conf`	Workshop HCI for medicine and health care (HCI4MED). BCS HCI (2) Andreas Holzinger, Harold W. Thimbleby, Russell Beale
2008	A	`conf`	Workshop on intelligent user interfaces for ambient assisted living. IUI Kizito Ssamula Mukasa, Andreas Holzinger, Arthur I. Karshmer
2007	—	`conf`	Agile Methods and Visual Specification in Software Development: A Chance to Ensure Universal Access. HCI (5) Thomas Memmel, Harald Reiterer, Andreas Holzinger
2007	—	`conf`	Ambient Intelligence in Assisted Living: Enable Elderly People to Handle Future Interfaces. HCI (6) Thomas Kleinberger, Martin Becker, Eric Ras, Andreas Holzinger, Paul Müller
2007	—	`conf`	Design and Development of a Mobile Medical Application for the Management of Chronic Diseases: Methods of Improved Data Input for Older People. USAB Alexander K. Nischelwitzer, Klaus Pintoffl, Christina Loss, Andreas Holzinger
2007	J	`jnl`	Efficiency in Learning: Evidence-Based Guidelines to Manage Cognitive Load. J. Educ. Technol. Soc. Andreas Holzinger
2007	—	`conf`	Enhancing Universal Access - EEG Based Learnability Assessment. HCI (7) Christian Stickel, Josef Fink, Andreas Holzinger
2007	—	`ed.`	HCI and Usability for Medicine and Health Care, Third Symposium of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society, USAB 2007, Graz, Austria, November, 22, 2007, Proceedings USAB Andreas Holzinger
2007	—	`conf`	Interactive Analysis and Visualization of Macromolecular Interfaces between Proteins. USAB Marco Wiltgen, Andreas Holzinger, Gernot P. Tilz
2007	J	`jnl`	Mobile computer Web-application design in medicine: some research based guidelines. Univers. Access Inf. Soc. Andreas Holzinger, Maximilian Errath
2007	—	`conf`	Modeling Elastic Vessels with the LBGK Method in Three Dimensions. USAB Daniel Leitner, Siegfried Wassertheurer, Michael Hessinger, Andreas Holzinger, Felix Breitenecker
2007	—	`conf`	On Some Aspects of Improving Mobile Applications for the Elderly. HCI (5) Andreas Holzinger, Gig Searle, Alexander K. Nischelwitzer
2007	J	`jnl`	Semantische Informationsextraktion in medizinischen Informationssystemen. Inform. Spektrum Andreas Holzinger, Regina Geierhofer, Maximilian Errath
2007	—	`conf`	Some Aspects of the Development of Low-Cost Augmented Reality Learning Environments as Examples for Future Interfaces in Technology Enhanced Learning. HCI (7) Alexander K. Nischelwitzer, Franz-Josef Lenz, Gig Searle, Andreas Holzinger
2007	—	`conf`	Some Usability Issues of Augmented and Mixed Reality for e-Health Applications in the Medical Domain. USAB Reinhold Behringer, Johannes Christian, Andreas Holzinger, Steve Wilkinson
2007	J	`jnl`	Successful implementation of user-centered game based learning in higher education: An example from civil engineering. Comput. Educ. Martin Ebner, Andreas Holzinger
2007	—	`conf`	The Evaluation of Semantic Tools to Support Physicians in the Extraction of Diagnosis Codes. USAB Regina Geierhofer, Andreas Holzinger
2007	—	`conf`	Virtual and Mixed Reality Interfaces for e-Training: Examples of Applications in Light Aircraft Maintenance. HCI (7) Johannes Christian, Horst Krieger, Andreas Holzinger, Reinhold Behringer
2007	—	`conf`	Web 2.0 Technology: Future Interfaces for Technology Enhanced Learning? HCI (7) Martin Ebner, Andreas Holzinger, Hermann A. Maurer
2006	J	`jnl`	A Lattice Boltzmann Model for pulsative blood flow in elastic vessels. Elektrotech. Informationstechnik Daniel Leitner, Siegfried Wassertheurer, Michael Hessinger, Andreas Holzinger
2006	Misc	`conf`	Biometrical Signatures in Practice: A challenge for improving Human-Computer Interaction in Clinical Workflows. MuC Andreas Holzinger, Regina Geierhofer, Gig Searle
2006	C	`conf`	MediaWheelie - A Best Practice Example for Research in Multimodal User Interfaces (MUIs). ICCHP Alexander K. Nischelwitzer, Bernd Sproger, Michael Mahr, Andreas Holzinger
2006	C	`conf`	Mobile Computing in Medicine: Designing Mobile Questionnaires for Elderly and Partially Sighted People. ICCHP Andreas Holzinger, Peter Sammer, Rainer Hofmann-Wellenhof
2006	J	`jnl`	New Computing in Medical Informatics and Health Care: Editorial to the Special Edition. Elektrotech. Informationstechnik Andreas Holzinger
2006	C	`conf`	People with Motor and Mobility Impairment: Innovative Multimodal Interfaces to Wheelchairs. ICCHP Andreas Holzinger, Alexander K. Nischelwitzer
2006	J	`jnl`	Security aspects of ubiquitous computing in healthcare. Elektrotech. Informationstechnik Edgar R. Weippl, Andreas Holzinger, A Min Tjoa
2006	—	`ed.`	USAB 2006, Interdisciplinary Aspects on Digital Media & Education, Proceedings of the 2nd Symposium of the WG HCI&UE of the Austrian Computer Society, 23 November 2006, Vienna, Austria USAB Margit Pohl, Andreas Holzinger, Renate Motschnig, Christian Swertz
2006	J	`jnl`	Usability of image fusion: optimal opacification of vessels and squamous cell carcinoma in CT scans. Elektrotech. Informationstechnik Marco Wiltgen, Andreas Holzinger, Reinhard Groell, Gerald Wolf, Walter Habermann
2006	—	`conf`	Wikis: Do They Need Usability Engineering? USAB Michael D. Kickmeier-Rust, Martin Ebner, Andreas Holzinger
2006	J	`jnl`	XP + UE -> XU Praktische Erfahrungen mit eXtreme Usability. Inform. Spektrum Andreas Holzinger, Wolfgang Slany
2005	—	`ed.`	Empowering Software Quality: How can Usability Engineering reach these goals? 1st Usability Symposium, HCI&UE Workgroup, Vienna, Austria, 8 November 2005 Usability Symposium Andreas Holzinger, Karl-Heinz Weidmann
2005	—	`conf`	From Extreme Programming and Usability Engineering to Extreme Usability in Software Engineering Education (XP+UE->XU). COMPSAC (2) Andreas Holzinger, Maximilian Errath, Gig Searle, Bettina Thurnher, Wolfgang Slany
2005	—	`conf`	HCI-Ausbildung in Österreich - ein Überblick. UP Bettina Thurnher, Karl-Heinz Weidmann, Guido Kempter, Andreas Holzinger, Keith Andrews, Manfred Tscheligi, Dorothea Erharter, Christian Stary, Peter Purgathofer, Konrad Baumann, Alexander K. Nischelwitzer
2005	—	`conf`	Lessons from Real-Life Usability Engineering in Hospital: From Software Usability to Total Workplace Usability. Usability Symposium Andreas Holzinger, Hubert Leitner
2005	J	`jnl`	Lifelong-learning support by m-learning: example scenarios. eLearn Mag. Andreas Holzinger, Alexander K. Nischelwitzer, Matthias Meisenberger
2005	J	`jnl`	Lurking: An Underestimated Human-Computer Phenomenon. IEEE Multim. Martin Ebner, Andreas Holzinger
2005	—	`conf`	Mobile Phones as a Challenge for m-Learning: Examples for Mobile Interactive Learning Objects (MILOs). PerCom Workshops Andreas Holzinger, Alexander K. Nischelwitzer, Matthias Meisenberger
2005	J	`jnl`	Technology Enhanced Learning (TEL): Editorial to the Special Edition Technology Enhanced Learning (TEL). Elektrotech. Informationstechnik Andreas Holzinger
2005	—	`conf`	Towards Cross-Cultural Adaptive Driver Navigation Systems. Usability Symposium Rüdiger Heimgärtner, Andreas Holzinger
2005	—	`conf`	Ubiquitous Computing for Hospital Applications: RFID-Applications to Enable Research in Real-Life Environments. COMPSAC (2) Andreas Holzinger, Klaus Schwaberger, Matthias Weitlaner
2005	J	`jnl`	Usability engineering methods for software developers. Commun. ACM Andreas Holzinger
2004	—	`conf`	Designing Web-Applications for Mobile Computers: Experiences with Applications to Medicine. User Interfaces for All Andreas Holzinger, Maximilian Errath
2004	J	`jnl`	Rapid Prototyping for a Virtual Medical Campus Interface. IEEE Softw. Andreas Holzinger
2003	—	`conf`	Design and Development of a LO-Editor for the Virtual Medical Campus Graz. DeLFI Andreas Holzinger, Ingemar Wascher, Christian Steinmann
2003	B	`conf`	Interaction and Usability of Simulations & Animations: A Case Study of the Flash Technology. INTERACT Andreas Holzinger, Martin Ebner
2002	—	`conf`	Finger Instead of Mouse: Touch Screens as a Means of Enhancing Universal Access. User Interfaces for All Andreas Holzinger
2002	J	`jnl`	Student-Centered Teaching Meets New Media: Concept and Case Study. J. Educ. Technol. Soc. Renate Motschnig-Pitrik, Andreas Holzinger
2002	C	`conf`	User-Centered Interface Design for Disabled and Elderly People: First Experiences with Designing a Patient Communication System (PACOSY). ICCHP Andreas Holzinger
2001	—	`ed.`	Mensch-Computer Interktion (MCI) im 21. Jahrhundert / Human-Computer Interaction (HCI) in the 21st Century, Proceedings of a Symposium, January, 16, 2001 at Graz University of Technology Mensch-Computer Interaktion im 21. Jahrhundert Andreas Holzinger
2001	—	`conf`	Workflow Support for Multimedia Learning Objects. WebNet Thomas Kleinberger, Andreas Holzinger, Klaus Tochtermann, Paul Müller
2000	—	`ed.`	From PACS to Internet/Intranet, Information Systems, Multimedia and Telemedicine, Proceeding of the 18th international EuroPACS Conference, Graz, Austria, 21-23 September 2000 EuroPACS Günther Gell, Andreas Holzinger, Marco Wiltgen