Vili Podgorelec

105 papers A 1B 16C 9Misc 5Journal 41Unranked 31

Year	Rank	Type	Title / Venue / Authors
2025	Misc	`conf`	Transfer Learning with Fine-Tuning for Air Pollution Forecasting. SoftCOM Grega Vrbancic, Jana Jankovic, Vili Podgorelec
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`	Profiling the carbon footprint of performance bugs. CoRR Iztok Fister Jr., Dusan Fister, Vili Podgorelec, Iztok Fister
2024	Misc	`conf`	Towards Green AI by Reducing Training Effort of Recurrent Neural Networks Using Hyper-Parameter Optimization with Dynamic Stopping Criteria. SISY Vili Podgorelec, Iztok Fister, Grega Vrbancic
2023	J	`jnl`	A comprehensive review of visualization methods for association rule mining: Taxonomy, Challenges, Open problems and Future ideas. CoRR Iztok Fister Jr., Iztok Fister, Dusan Fister, Vili Podgorelec, Sancho Salcedo-Sanz
2023	J	`jnl`	A comprehensive review of visualization methods for association rule mining: Taxonomy, challenges, open problems and future ideas. Expert Syst. Appl. Iztok Fister Jr., Iztok Fister, Dusan Fister, Vili Podgorelec, Sancho Salcedo-Sanz
2023	J	`jnl`	Time series numerical association rule mining variants in smart agriculture. J. Ambient Intell. Humaniz. Comput. Iztok Fister Jr., Dusan Fister, Iztok Fister, Vili Podgorelec, Sancho Salcedo-Sanz
2022	J	`jnl`	Aligning Learners' Expectations and Performance by Learning Analytics Systemwith a Predictive Model. CoRR Sasa Brdnik, Bostjan Sumak, Vili Podgorelec
2022	J	`jnl`	Efficient ensemble for image-based identification of Pneumonia utilizing deep CNN and SGD with warm restarts. Expert Syst. Appl. Grega Vrbancic, Vili Podgorelec
2022	J	`jnl`	Hyper-parameter optimization of convolutional neural networks for classifying COVID-19 X-ray images. Comput. Sci. Inf. Syst. Grega Vrbacic, Spela Pecnik, Vili Podgorelec
2022	J	`jnl`	Time series numerical association rule mining variants in smart agriculture. CoRR Iztok Fister Jr., Dusan Fister, Iztok Fister, Vili Podgorelec, Sancho Salcedo-Sanz
2022	—	`conf`	Utilizing Interaction Metrics in a Virtual Learning Environment for Early Prediction of Students' Academic Performance. SQAMIA Sasa Brdnik, Vili Podgorelec, Tjasa Hericko
2021	—	`conf`	Synthetic Data Augmentation of Cycling Sport Training Datasets. ICO Iztok Fister, Grega Vrbancic, Vili Podgorelec, Iztok Fister Jr.
2020	C	`conf`	Identification of COVID-19 X-ray Images using CNN with Optimized Tuning of Transfer Learning. INISTA Grega Vrbancic, Spela Pecnik, Vili Podgorelec
2020	—	`conf`	Improved Nature-Inspired Algorithms for Numeric Association Rule Mining. ICO Iztok Fister Jr., Vili Podgorelec, Iztok Fister
2020	J	`jnl`	Improving Short Text Classification using Information from DBpedia Ontology. Fundam. Informaticae Jernej Flisar, Vili Podgorelec
2020	—	`conf`	On the Potential of the Nature-Inspired Algorithms for Pure Binary Classification. ICCS (5) Iztok Fister Jr., Iztok Fister, Dusan Fister, Grega Vrbancic, Vili Podgorelec
2020	J	`jnl`	Transfer Learning With Adaptive Fine-Tuning. IEEE Access Grega Vrbancic, Vili Podgorelec
2019	C	`ed.`	Advances in Databases and Information Systems - 23rd European Conference, ADBIS 2019, Bled, Slovenia, September 8-11, 2019, Proceedings ADBIS Tatjana Welzer, Johann Eder, Vili Podgorelec, Aida Kamisalic Latific
2019	—	`conf`	Development of an Autonomous, Intelligent and Adaptive E-learning System. MIPRO Bostjan Sumak, Vili Podgorelec, Saso Karakatic, Kosta Dolenc, Andrej Sorgo
2019	J	`jnl`	Identification of Self-Admitted Technical Debt Using Enhanced Feature Selection Based on Word Embedding. IEEE Access Jernej Flisar, Vili Podgorelec
2019	—	`ed.`	New Trends in Databases and Information Systems, ADBIS 2019 Short Papers, Workshops BBIGAP, QAUCA, SemBDM, SIMPDA, M2P, MADEISD, and Doctoral Consortium, Bled, Slovenia, September 8-11, 2019, Proceedings. ADBIS (Short Papers and Workshops) Tatjana Welzer, Johann Eder, Vili Podgorelec, Robert Wrembel, Mirjana Ivanovic, Johann Gamper, Mikolaj Morzy, Theodoros Tzouramanis, Jérôme Darmont, Aida Kamisalic Latific
2019	J	`jnl`	Parameter Setting for Deep Neural Networks Using Swarm Intelligence on Phishing Websites Classification. Int. J. Artif. Intell. Tools Grega Vrbancic, Iztok Fister Jr., Vili Podgorelec
2019	—	`conf`	Software Metrics as Identifiers of Defect Occurrence Severity. SQAMIA Goran Mausa, Tihana Galinac Grbac, Lucija Brezocnik, Vili Podgorelec, Marjan Hericko
2018	—	`conf`	Building boosted classification tree ensemble with genetic programming. GECCO (Companion) Saso Karakatic, Vili Podgorelec
2018	—	`conf`	Document Enrichment using DBPedia Ontology for Short Text Classification. WIMS Jernej Flisar, Vili Podgorelec
2018	B	`conf`	Enhanced Feature Selection Using Word Embeddings for Self-Admitted Technical Debt Identification. SEAA Jernej Flisar, Vili Podgorelec
2018	—	`conf`	Scrum Task Allocation Based on Particle Swarm Optimization. BIOMA Lucija Brezocnik, Iztok Fister Jr., Vili Podgorelec
2018	—	`conf`	Swarm Intelligence Approaches for Parameter Setting of Deep Learning Neural Network: Case Study on Phishing Websites Classification. WIMS Grega Vrbancic, Iztok Fister Jr., Vili Podgorelec
2017	C	`conf`	Experiments with Lazy Evaluation of Classification Decision Trees Made with Genetic Programming. IJCCI Saso Karakatic, Marjan Hericko, Vili Podgorelec
2017	—	`conf`	Improving Genetic Programming for Classification with Lazy Evaluation and Dynamic Weighting. IJCCI (Selected Papers) Saso Karakatic, Marjan Hericko, Vili Podgorelec
2017	J	`jnl`	Knowledge management in organisations: mapping the research literature. Int. J. Web Eng. Technol. Bojan Zlahtic, Peter Kokol, Milan Zorman, Vili Podgorelec, Grega Zlahtic
2017	J	`jnl`	Text classification method based on self-training and LDA topic models. Expert Syst. Appl. Miha Pavlinek, Vili Podgorelec
2016	J	`jnl`	An Entropy-Based Algorithm for Proposing a Suitable Design Pattern. Informatica Luka Pavlic, Marjan Hericko, Vili Podgorelec, Polona Repolusk
2016	J	`jnl`	Improved classification with allocation method and multiple classifiers. Inf. Fusion Saso Karakatic, Vili Podgorelec
2016	C	`conf`	The Performance of Allocation Method on Imbalanced Data. EJC Saso Karakatic, Marjan Hericko, Vili Podgorelec
2016	J	`jnl`	Upgrade of a current research information system with ontologically supported semantic search engine. Expert Syst. Appl. Ales Bosnjak, Vili Podgorelec
2015	J	`jnl`	A survey of genetic algorithms for solving multi depot vehicle routing problem. Appl. Soft Comput. Saso Karakatic, Vili Podgorelec
2015	—	`conf`	An Analysis of the Content of Knowledge Management-Related Courses. KMO Mitja Gradisnik, Vili Podgorelec, Marjan Hericko
2015	B	`conf`	Evolving balanced decision trees with a multi-population genetic algorithm. CEC Vili Podgorelec, Saso Karakatic, Rodrigo C. Barros, Márcio P. Basgalupp
2015	Misc	`conf`	Evolving decision-tree induction algorithms with a multi-objective hyper-heuristic. SAC Márcio P. Basgalupp, Rodrigo C. Barros, Vili Podgorelec
2015	—	`conf`	Knowledge Management in Organizations - A Bibliometric Analysis of Research Trends. KMO Peter Kokol, Bojan Zlahtic, Grega Zlahtic, Milan Zorman, Vili Podgorelec
2015	—	`conf`	Using similarity-based selection in evolutionary design of decision trees. MIPRO Leon Bosnjak, Saso Karakatic, Vili Podgorelec
2015	C	`conf`	Visualizing Ontologies: Challenges and Proposed Solution. EJC Sasa Kuhar, Saso Karakatic, Jernej Flisar, Marjan Hericko, Vili Podgorelec
2015	—	`conf`	Weighting and Sampling Data for Individual Classifiers and Bagging with Genetic Algorithms. IJCCI (ECTA) Saso Karakatic, Marjan Hericko, Vili Podgorelec
2014	J	`jnl`	A question-based design pattern advisement approach. Comput. Sci. Inf. Syst. Luka Pavlic, Vili Podgorelec, Marjan Hericko
2014	—	`conf`	Heuristic Crossover Operator for Evolutionary Induced Decision Trees. IJCCI (ECTA) Saso Karakatic, Vili Podgorelec
2014	J	`jnl`	Mapping Ontologies to Objects using a Transformation based on Description Logics. Inf. Technol. Control. Rok Zontar, Ivan Rozman, Vili Podgorelec
2014	—	`conf`	Predicting Grades Based on Students' Online Course Activities. KMO Ales Cernezel, Saso Karakatic, Bostjan Brumen, Vili Podgorelec
2013	J	`jnl`	Evolutionary design of decision trees. WIREs Data Mining Knowl. Discov. Vili Podgorelec, Matej Sprogar, Sandi Pohorec
2012	—	`conf`	Entropy- and Ontology-Based E-Services Proposing Approach. KMO Luka Pavlic, Marjan Hericko, Vili Podgorelec
2012	J	`jnl`	Evolutionary design of decision trees for medical application. WIREs Data Mining Knowl. Discov. Peter Kokol, Sandi Pohorec, Gregor Stiglic, Vili Podgorelec
2012	C	`conf`	Ontology Visualization for Domain Experts: A New Solution. IV Sasa Kuhar, Vili Podgorelec
2011	—	`conf`	Combining Semantic Web Technologies and Rule-Based Systems for Building Advanced Medical Applications. ADNTIIC Vili Podgorelec, Mitja Gradisnik
2011	—	`conf`	Ontology and Rule Based Inferring on Project Teams. ADNTIIC Vili Podgorelec
2010	C	`conf`	Expert-Assisted Classification Rules Extraction Algorithm. ADBIS Vili Podgorelec
2009	C	`conf`	Adoption of Semantic Web Technologies for Developing Medical Software Systems and Services. EJC Vili Podgorelec, Bostjan Grasic
2009	—	`ch.`	Decision Trees. Encyclopedia of Complexity and Systems Science Vili Podgorelec, Milan Zorman
2009	J	`jnl`	Improving Design Pattern Adoption with An Ontology-Based Repository. Informatica (Slovenia) Luka Pavlic, Marjan Hericko, Vili Podgorelec, Ivan Rozman
2009	J	`jnl`	Introduction to the special issue. Comput. Methods Programs Biomed. Peter Kokol, Vili Podgorelec, Mateja Verlic
2009	J	`jnl`	Medical diagnostic process optimization through the semantic integration of data resources. Comput. Methods Programs Biomed. Vili Podgorelec, Bostjan Grasic, Luka Pavlic
2008	—	`conf`	Improving design pattern adoption with Ontology-Based Design Pattern Repository. ITI Luka Pavlic, Marjan Hericko, Vili Podgorelec
2007	J	`jnl`	Estimating software complexity from UML models. ACM SIGSOFT Softw. Eng. Notes Vili Podgorelec, Marjan Hericko
2007	B	`conf`	Managing Diagnostic Process Data Using Semantic Web. CBMS Vili Podgorelec, Luka Pavlic
2007	J	`jnl`	Semantic Web Based Integration of Knowledge Resources for Supporting Collaboration. Informatica (Slovenia) Vili Podgorelec, Luka Pavlic, Marjan Hericko
2007	B	`conf`	Supporting Collaboration of Medical Informatics Researchers and Teams. CBMS Vili Podgorelec, Luka Pavlic
2006	B	`conf`	Using Visual Interpretation of Small Ensembles in Microarray Analysis. CBMS Gregor Stiglic, Matej Mertik, Vili Podgorelec, Peter Kokol
2005	J	`jnl`	Complexity-driven Evolution of Decision Graphs for Classification of Medical Data. Informatica (Slovenia) Vili Podgorelec
2005	B	`conf`	Improving Mining of Medical Data by Outliers Prediction. CBMS Vili Podgorelec, Marjan Hericko, Ivan Rozman
2005	J	`jnl`	Knowledge discovery with classification rules in a cardiovascular dataset. Comput. Methods Programs Biomed. Vili Podgorelec, Peter Kokol, Milojka Molan Stiglic, Marjan Hericko, Ivan Rozman
2003	J	`jnl`	Fault-Threshold Prediction with Linear Programming Methodologies. Empir. Softw. Eng. Maurizio Pighin, Vili Podgorelec, Peter Kokol
2002	A	`conf`	AREX - Classification Rules Extracting Algorithm Based on Automatic Programming. ECAI Vili Podgorelec, Peter Kokol, Ivan Rozman
2002	J	`jnl`	Evolutionary induced decision trees for dangerous software modules prediction. Inf. Process. Lett. Vili Podgorelec, Peter Kokol
2002	—	`conf`	Program Risk Definition via Linear Programming Techniques. IEEE METRICS Maurizio Pighin, Vili Podgorelec, Peter Kokol
2002	Misc	`conf`	Searching for New Patterns in Medical Data with Evolutionary Programming. AMIA Peter Kokol, Vili Podgorelec, Milojka Molan Stiglic
2002	B	`conf`	Searching for ew Patterns in Cardiovascular Data. CBMS Vili Podgorelec, Peter Kokol, Milojka Molan Stiglic
2002	B	`conf`	Testing Reliability of Medical Software. CBMS Vili Podgorelec, Marjan Hericko, Matjaz B. Juric, Ivan Rozman
2001	—	`conf`	An Analysis of Software Correctness Prediction Methods. APAQS Peter Kokol, Vili Podgorelec, Milan Zorman, Matej Sprogar, Maurizio Pighin
2001	B	`conf`	Cross-Learning on Multiple Databases in the Case of Acute Appendicitis. CBMS Vili Podgorelec, Milan Zorman, Peter Kokol, Hans-Peter Eich, Christian Ohmann
2001	B	`conf`	Evolving Groups of Basic Decision Trees. CBMS Matej Sprogar, Peter Kokol, Milan Zorman, Vili Podgorelec, Lenka Lhotská, Jirí Kléma
2001	J	`jnl`	Finding the right decision tree's induction strategy for a hard real world problem. Int. J. Medical Informatics Milan Zorman, Vili Podgorelec, Peter Kokol, Margaret G. E. Peterson, Matej Sprogar, Milan Ojstersek
2001	—	`conf`	Notes on Medical Decision Model Creation. ISMDA Matej Sprogar, Peter Kokol, Milan Zorman, Vili Podgorelec, Lenka Lhotská, Jirí Kléma
2001	—	`conf`	Supporting Medical Decisions with Vector Decision Trees. MedInfo Matej Sprogar, Peter Kokol, Milan Zorman, Vili Podgorelec, Ryuichi Yamamoto, Gou Masuda, Norihiro Sakamoto
2000	J	`jnl`	Assessing the state of the software process development using the chaos theory. ACM SIGSOFT Softw. Eng. Notes Peter Kokol, Vili Podgorelec, Ana Isabel Cardoso, Francis Dion
2000	B	`conf`	Decision Tree's Induction Strategies Evaluated on a Hard Real World Problem. CBMS Milan Zorman, Vili Podgorelec, Peter Kokol, Margaret G. E. Peterson, Joseph M. Lane
2000	B	`conf`	Fighting Program Bloat with the Fractal Complexity Measure. EuroGP Vili Podgorelec, Peter Kokol
2000	J	`jnl`	Intellectual energy in software design. ACM SIGSOFT Softw. Eng. Notes Peter Kokol, Vili Podgorelec, Francis Dion, Rich de Loach
2000	C	`conf`	Nuclear Power Plant Preventive Maintenance Planting Using Genetic Algorithms. IEA/AIE Vili Podgorelec, Peter Kokol, Andrej Kunej
2000	J	`jnl`	Power of heterogeneous computing as a vehicle for implementing E Int. J. Medical Informatics Vili Podgorelec, Janez Brest, Peter Kokol
2000	J	`jnl`	Ranking the Complexity of NIAM Conceptual Schemas by Alpha Metric. ACM SIGPLAN Notices Peter Kokol, Vili Podgorelec, Henri Habrias, Nassim Hadj Rabia
2000	J	`jnl`	Vector decision trees. Intell. Data Anal. Matej Sprogar, Peter Kokol, Spela Hleb Babic, Vili Podgorelec, Milan Zorman
1999	—	`conf`	A Fractal Software Complexity Metric Analyser. EUROCAST Vili Podgorelec, Peter Kokol, Milan Zorman
1999	J	`jnl`	Computer and Natural Language Texts - A Comparison Based on Long-Range Correlations. J. Am. Soc. Inf. Sci. Peter Kokol, Vili Podgorelec, Milan Zorman, Tatjana Kokol, Tatjana Njivar
1999	—	`conf`	Decision Trees - A CIM Tool in Nursing Education. HPCN Europe Peter Kokol, Milan Zorman, Vili Podgorelec, Ana Habjanic, Tanja Medos, Majda Brumec
1999	B	`conf`	Medical Diagnosis Prediction using Genetic Programming. CBMS Vili Podgorelec, Peter Kokol, Jernej Zavrsnik
1999	—	`conf`	Power of Heterogeneous Computing as a Vehicle for Implementing E$^{\3}$ Medical Decision Support Systems. MIE Vili Podgorelec, Janez Brest, Peter Kokol
1999	—	`conf`	Self-Adaptation of Evolutionary Constructed Decision Trees by Information Spreading. ICANNGA Vili Podgorelec, Peter Kokol
1999	B	`conf`	Some Ideas About Intelligent Medical System Design. CBMS Peter Kokol, Spela Hleb Babic, Vili Podgorelec, Milan Zorman
1999	J	`jnl`	The Complexity of Formal Specifications - Assessments by alpha-Metric. ACM SIGPLAN Notices Peter Kokol, Vili Podgorelec, Henri Habrias, Nassim Hadj Rabia
1999	—	`conf`	The influence of class discretization to attribute hierarchy of decision trees. MIE Spela Hleb Babic, Peter Kokol, Milan Zorman, Vili Podgorelec
1999	Misc	`conf`	proGenesys-Program Generation Tool Based on Genetic Systems. IC-AI Vili Podgorelec
1998	B	`conf`	Diagnostic Process Optimisation with Evolutionary Programming. CBMS Peter Kokol, Vili Podgorelec, Ivan Malcic
1998	—	`conf`	Evaluation of World Wide Web Sites Using Neural Networks and Fractal Metrics. NC Milan Zorman, Peter Kokol, Vili Podgorelec, Milan Ojstersek, Janez Brest
1998	J	`jnl`	Integration of complexity metrics with the use of decision trees. ACM SIGSOFT Softw. Eng. Notes Peter Kokol, Janez Brest, Milan Zorman, Vili Podgorelec
1998	B	`conf`	Quest for the information: using intelligent search for finding telemedical sites. SMC Milan Zorman, Vili Podgorelec, Peter Kokol