Tommi Kärkkäinen

150 papers A* 4A 1B 34C 7Misc 3Journal 69Unranked 30

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Key-Value Pair-Free Continual Learner via Task-Specific Prompt-Prototype. CoRR Haihua Luo, Xuming Ran, Zhengji Li, Huiyan Xue, Tingting Jiang, Jiangrong Shen, Tommi Kärkkäinen, Qi Xu, Fengyu Cong
2026	J	`jnl`	Key-value pair-free continual learner via task-specific prompt-prototype. Neural Networks Haihua Luo, Xuming Ran, Zhengji Li, Huiyan Xue, Tingting Jiang, Jiangrong Shen, Tommi Kärkkäinen, Qi Xu, Fengyu Cong
2026	J	`jnl`	Repeatability analysis of ICA-based harmonization for multi-site MRI data using dual projection models. NeuroImage Yuxing Hao, Yongjie Zhu, Chenwei Yan, Huanjie Li, Tommi Kärkkäinen, Fengyu Cong
2026	J	`jnl`	Representation Finetuning for Continual Learning. CoRR Haihua Luo, Xuming Ran, Tommi Kärkkäinen, Huiyan Xue, Zhonghua Chen, Qi Xu, Fengyu Cong
2026	J	`jnl`	Reversible Lifelong Model Editing via Semantic Routing-Based LoRA. CoRR Haihua Luo, Xuming Ran, Tommi Kärkkäinen, Zhonghua Chen, Jiangrong Shen, Qi Xu, Fengyu Cong
2025	J	`jnl`	A two-phase systematic literature review on the use of serious games for sustainable environmental education. Interact. Learn. Environ. Tarlan Ahmadov, Ayaz Karimov, Susanne Durst, Mirka Saarela, Wolfgang Gerstlberger, Mike Franz Wahl, Tommi Kärkkäinen
2025	A*	`conf`	Advanced SpikingYOLOX: Extending Spiking Neural Network on Object Detection with Spike-based Partial Self-Attention and 2D-Spiking Transformer. ACM Multimedia Wei Miao, Jiangrong Shen, Hongming Xu, Tommi Kärkkäinen, Qi Xu, Yi Xu, Fengyu Cong
2025	J	`jnl`	Artificial Intelligence Competence of K-12 Students Shapes Their AI Risk Perception: A Co-occurrence Network Analysis. CoRR Ville Heilala, Pieta Sikström, Mika Setälä, Tommi Kärkkäinen
2025	J	`jnl`	Dementia Classification Using Acoustic Speech and Feature Selection. CoRR Marko Niemelä, Mikaela von Bonsdorff, Sami Äyrämö, Tommi Kärkkäinen
2025	B	`conf`	Distilling Genomic Knowledge into Whole Slide Imaging for Glioma Molecular Classification. CBMS Qiao Chen, Hongming Xu, Xinyu Hao, Qibin Zhang, Huamin Qin, Tommi Kärkkäinen, Fengyu Cong
2025	J	`jnl`	Mathematical Capabilities of Large Language Models in Finnish Matriculation Examination. CoRR Mika Setälä, Pieta Sikström, Ville Heilala, Tommi Kärkkäinen
2025	J	`jnl`	Minimal learning machine for multi-label learning. Mach. Learn. Joonas Hämäläinen, Antoine Hubermont, Amauri H. Souza, César L. C. Mattos, João P. P. Gomes, Tommi Kärkkäinen
2025	J	`jnl`	Problems With Large Language Models for Learner Modelling: Why LLMs Alone Fall Short for Responsible Tutoring in K-12 Education. CoRR Danial Hooshyar, Yeongwook Yang, Gustav Sír, Tommi Kärkkäinen, Raija Hämäläinen, Mutlu Cukurova, Roger Azevedo
2025	J	`jnl`	Social services and healthcare personnel's digital competence profiles: A Finnish cross-sectional study. Int. J. Medical Informatics Minna Ylönen, Panu Forsman, Tapio Karvo, Erika Jarva, Teuvo Antikainen, Petri Kulmala, Kristina Mikkonen, Tommi Kärkkäinen, Raija Hämäläinen
2025	J	`jnl`	The Role of VR in Education: A Two-Phase Review of Umbrella Reviews and Recent Primary Studies. IEEE Access Jeri Varjosalo, Paavo Räty, Ville Heilala, Raija Hämäläinen, Tommi Kärkkäinen
2025	Misc	`conf`	The Use of Generative Artificial Intelligence for Upper Secondary Mathematics Education Through the Lens of Technology Acceptance. SAC Mika Setälä, Ville Heilala, Pieta Sikström, Tommi Kärkkäinen
2025	J	`jnl`	The Use of Generative Artificial Intelligence for Upper Secondary Mathematics Education Through the Lens of Technology Acceptance. CoRR Mika Setälä, Ville Heilala, Pieta Sikström, Tommi Kärkkäinen
2025	J	`jnl`	Towards Responsible and Trustworthy Educational Data Mining: Comparing Symbolic, Sub-Symbolic, and Neural-Symbolic AI Methods. CoRR Danial Hooshyar, Eve Kikas, Yeongwook Yang, Gustav Sír, Raija Hämäläinen, Tommi Kärkkäinen, Roger Azevedo
2025	J	`jnl`	Towards responsible AI for education: Hybrid human-AI to confront the Elephant in the room. CoRR Danial Hooshyar, Gustav Sír, Yeongwook Yang, Eve Kikas, Raija Hämäläinen, Tommi Kärkkäinen, Dragan Gasevic, Roger Azevedo
2025	J	`jnl`	Towards responsible AI for education: Hybrid human-AI to confront the elephant in the room. Comput. Educ. Artif. Intell. Danial Hooshyar, Gustav Sír, Yeongwook Yang, Eve Kikas, Raija Hämäläinen, Tommi Kärkkäinen, Dragan Gasevic, Roger Azevedo
2024	J	`jnl`	A design for neural network model of continuous reading. Cogn. Syst. Res. Jarkko Hautala, Mirka Saarela, Otto Loberg, Tommi Kärkkäinen
2024	J	`jnl`	Combination of Channel Reordering Strategy and Dual CNN-LSTM for Epileptic Seizure Prediction Using Three iEEG Datasets. IEEE J. Biomed. Health Informatics Xiaoshuang Wang, Ziheng Gao, Meiyan Zhang, Ying Wang, Lin Yang, Jianwen Lin, Tommi Kärkkäinen, Fengyu Cong
2024	J	`jnl`	Does the law matter? An empirical study on the accessibility of Finnish higher education institutions' web pages. Univers. Access Inf. Soc. Merja Laamanen, Tarja Ladonlahti, Hannu Puupponen, Tommi Kärkkäinen
2024	B	`conf`	Ethical Educational Data Processing Differences of Students with Special Needs in Post-Soviet Countries. EDM Ayaz Karimov, Mirka Saarela, Tommi Kärkkäinen
2024	J	`jnl`	Exploring emergent soundscape profiles from crowdsourced audio data. Comput. Environ. Urban Syst. Aura Kaarivuo, Jonas Oppenländer, Tommi Kärkkäinen, Tommi Mikkonen
2024	J	`jnl`	Identification of Cognitive Decline from Spoken Language through Feature Selection and the Bag of Acoustic Words Model. CoRR Marko Niemelä, Mikaela von Bonsdorff, Sami Äyrämö, Tommi Kärkkäinen
2024	J	`jnl`	Pedagogical agents communicating and scaffolding students' learning: High school teachers' and students' perspectives. Comput. Educ. Pieta Sikström, Chiara Valentini, Anu Sivunen, Tommi Kärkkäinen
2024	B	`conf`	Principals' use of data analytics in Finnish schools. EDM Ayaz Karimov, Mirka Saarela, Tommi Kärkkäinen, Sabina Aghayeva
2024	—	`conf`	Printed Circuit-Based Thermoelectric Sensor Film for Temperature Distribution Measurements. I2MTC Antti Immonen, Priyanka Goel, Tomi Koskinen, Matias Pekkanen, Ilkka Tittonen, Tommi Kärkkäinen, Pertti Silventoinen, Mikko Kuisma
2024	J	`jnl`	Serious games in Science and Mathematics Education: a scoping umbrella review. Int. J. Serious Games Ayaz Karimov, Mirka Saarela, Tommi Kärkkäinen
2024	—	`conf`	Strategies and Tools to Support Place-Belongingness in Smart Cities. CHIRA (1) Hesam Mohseni, António Correia, Johanna M. Silvennoinen, Tuomo Kujala, Tommi Kärkkäinen
2024	Misc	`conf`	Toward Scalable and Transparent Multimodal Analytics to Study Standard Medical Procedures: Linking Hand Movement, Proximity, and Gaze Data. SAC Ville Heilala, Sami Lehesvuori, Raija Hämäläinen, Tommi Kärkkäinen
2024	J	`jnl`	Using eye tracking to support professional learning in vision-intensive professions: a case of aviation pilots. Educ. Inf. Technol. Raija Hämäläinen, Bram de Wever, Katriina Sipiläinen, Ville Heilala, Arto Helovuo, Sami Lehesvuori, Miitta Järvinen, Jouni Helske, Tommi Kärkkäinen
2023	J	`jnl`	Additive autoencoder for dimension estimation. Neurocomputing Tommi Kärkkäinen, Jan Hänninen
2023	J	`jnl`	Capturing cognitive load management during authentic virtual reality flight training with behavioural and physiological indicators. J. Comput. Assist. Learn. Joni Lämsä, Joonas Mannonen, Ari Tuhkala, Ville Heilala, Arto Helovuo, Ilkka Tynkkynen, Emilia Lampi, Katriina Sipiläinen, Tommi Kärkkäinen, Raija Hämäläinen
2023	B	`conf`	Clustering to define interview participants for analyzing student feedback: a case of Legends of Learning. EDM Ayaz Karimov, Mirka Saarela, Tommi Kärkkäinen
2023	—	`ch.`	Differential Privacy: An Umbrella Review. Artificial Intelligence and Cybersecurity Minna Kilpala, Tommi Kärkkäinen, Timo Hämäläinen
2023	—	`conf`	Enhancing Performance of Linked Independent Component Analysis: Investigating the Influence of Subjects and Modalities. CIPAE Huashuai Xu, Huanjie Li, Tommi Kärkkäinen, Fengyu Cong
2023	B	`conf`	Feature Selection for Multi-label Classification with Minimal Learning Machine. ESANN Joakim Linja, Joonas Hämäläinen, Tommi Kärkkäinen
2023	J	`jnl`	Feature selection for distance-based regression: An umbrella review and a one-shot wrapper. Neurocomputing Joakim Linja, Joonas Hämäläinen, Paavo Nieminen, Tommi Kärkkäinen
2023	J	`jnl`	Fundamental concepts of cognitive mimetics. Cogn. Syst. Res. Antero Karvonen, Tuomo Kujala, Tommi Kärkkäinen, Pertti Saariluoma
2023	J	`jnl`	Knowledge Discovery from Atomic Structures using Feature Importances. CoRR Joakim Linja, Joonas Hämäläinen, Antti Pihlajamäki, Paavo Nieminen, Sami Malola, Hannu Häkkinen, Tommi Kärkkäinen
2023	J	`jnl`	Measuring self-regulated learning in a junior high school mathematics classroom: Combining aptitude and event measures in digital learning materials. J. Comput. Assist. Learn. Denis Zhidkikh, Mirka Saarela, Tommi Kärkkäinen
2023	J	`jnl`	Minimal Learning Machine for Multi-Label Learning. CoRR Joonas Hämäläinen, Amauri H. de Souza, César L. C. Mattos, João P. P. Gomes, Tommi Kärkkäinen
2023	A*	`conf`	More ConvNets in the 2020s: Scaling up Kernels Beyond 51x51 using Sparsity. ICLR Shiwei Liu, Tianlong Chen, Xiaohan Chen, Xuxi Chen, Qiao Xiao, Boqian Wu, Tommi Kärkkäinen, Mykola Pechenizkiy, Decebal Constantin Mocanu, Zhangyang Wang
2023	J	`jnl`	The Finnish Version of the Affinity for Technology Interaction (ATI) Scale: Psychometric Properties and an Examination of Gender Differences. Int. J. Hum. Comput. Interact. Ville Heilala, Riitta Kelly, Mirka Saarela, Päivikki Jääskelä, Tommi Kärkkäinen
2023	B	`conf`	The impact of online educational platform on students' motivation and grades: the case of Khan Academy in the under-resourced communities. EDM Ayaz Karimov, Mirka Saarela, Tommi Kärkkäinen
2023	J	`jnl`	Toward Scalable and Transparent Multimodal Analytics to Study Standard Medical Procedures: Linking Hand Movement, Proximity, and Gaze Data. CoRR Ville Heilala, Sami Lehesvuori, Raija Hämäläinen, Tommi Kärkkäinen
2022	J	`jnl`	An Additive Autoencoder for Dimension Estimation. CoRR Tommi Kärkkäinen, Jan Hänninen
2022	J	`jnl`	How pedagogical agents communicate with students: A two-phase systematic review. Comput. Educ. Pieta Sikström, Chiara Valentini, Anu Sivunen, Tommi Kärkkäinen
2022	—	`conf`	Seizure Prediction Using EEG Channel Selection Method. MLSP Xiaoshuang Wang, Tommi Kärkkäinen, Fengyu Cong
2022	J	`jnl`	Toolbox for Distance Estimation and Cluster Validation on Data With Missing Values. IEEE Access Marko Niemelä, Sami Äyrämö, Tommi Kärkkäinen
2021	J	`jnl`	Detection of developmental dyslexia with machine learning using eye movement data. Array Peter Raatikainen, Jarkko Hautala, Otto Loberg, Tommi Kärkkäinen, Paavo H. T. Leppänen, Paavo Nieminen
2021	J	`jnl`	Explainable Student Agency Analytics. IEEE Access Mirka Saarela, Ville Heilala, Päivikki Jääskelä, Anne Rantakaulio, Tommi Kärkkäinen
2021	J	`jnl`	Improving Scalable K-Means++. Algorithms Joonas Hämäläinen, Tommi Kärkkäinen, Tuomo Rossi
2021	B	`conf`	Instance-Based Multi-Label Classification via Multi-Target Distance Regression. ESANN Joonas Hämäläinen, Paavo Nieminen, Tommi Kärkkäinen
2021	J	`jnl`	One dimensional convolutional neural networks for seizure onset detection using long-term scalp and intracranial EEG. Neurocomputing Xiaoshuang Wang, Xiulin Wang, Wenya Liu, Zheng Chang, Tommi Kärkkäinen, Fengyu Cong
2021	B	`conf`	Orientation Adaptive Minimal Learning Machine for Directions of Atomic Forces. ESANN Antti Pihlajamäki, Joakim Linja, Joonas Hämäläinen, Paavo Nieminen, Sami Malola, Tommi Kärkkäinen, Hannu Häkkinen
2021	J	`jnl`	Student agency analytics: learning analytics as a tool for analysing student agency in higher education. Behav. Inf. Technol. Päivikki Jääskelä, Ville Heilala, Tommi Kärkkäinen, Päivi Häkkinen
2020	J	`jnl`	Can we automate expert-based journal rankings? Analysis of the Finnish publication indicator. J. Informetrics Mirka Saarela, Tommi Kärkkäinen
2020	C	`conf`	Course Satisfaction in Engineering Education Through the Lens of Student Agency Analytics. FIE Ville Heilala, Mirka Saarela, Päivikki Jääskelä, Tommi Kärkkäinen
2020	J	`jnl`	Do Randomized Algorithms Improve the Efficiency of Minimal Learning Machine? Mach. Learn. Knowl. Extr. Joakim Linja, Joonas Hämäläinen, Paavo Nieminen, Tommi Kärkkäinen
2020	J	`jnl`	Game learning analytics for understanding reading skills in transparent writing system. Br. J. Educ. Technol. Marko Niemelä, Tommi Kärkkäinen, Sami Äyrämö, Miia Ronimus, Ulla Richardson, Heikki Lyytinen
2020	B	`conf`	Problem Transformation Methods with Distance-Based Learning for Multi-Target Regression. ESANN Joonas Hämäläinen, Tommi Kärkkäinen
2020	J	`jnl`	Scalable Initialization Methods for Large-Scale Clustering. CoRR Joonas Hämäläinen, Tommi Kärkkäinen, Tuomo Rossi
2019	J	`jnl`	Automatic Profiling of Open-Ended Survey Data on Medical Workplace Teaching. Int. J. Emerg. Technol. Learn. Mirka Saarela, Jukka Lahtonen, Minna Ruoranen, Annika Mäkeläinen, Teuvo Antikainen, Tommi Kärkkäinen
2019	J	`jnl`	Extreme minimal learning machine: Ridge regression with distance-based basis. Neurocomputing Tommi Kärkkäinen
2019	B	`conf`	Feature and Algorithm Selection for Capacitated Vehicle Routing Problems. ESANN Jussi Rasku, Nysret Musliu, Tommi Kärkkäinen
2019	B	`conf`	Hybrid vibration signal monitoring approach for rolling element bearings. ESANN Jarno Kansanaho, Tommi Kärkkäinen
2019	J	`jnl`	Identifying Pathways to Computer Science: The Long-Term Impact of Short-Term Game Programming Outreach Interventions. ACM Trans. Comput. Educ. Antti-Jussi Lakanen, Tommi Kärkkäinen
2019	J	`jnl`	Minimal Learning Machine: Theoretical Results and Clustering-Based Reference Point Selection. CoRR Joonas Hämäläinen, Alisson S. C. Alencar, Tommi Kärkkäinen, César L. C. Mattos, Amauri H. Souza Júnior, João P. P. Gomes
2019	J	`jnl`	Mislabel Detection of Finnish Publication Ranks. CoRR Anton Akusok, Mirka Saarela, Tommi Kärkkäinen, Kaj-Mikael Björk, Amaury Lendasse
2019	B	`conf`	Model selection for Extreme Minimal Learning Machine using sampling. ESANN Tommi Kärkkäinen
2019	—	`conf`	OnMLM: An Online Formulation for the Minimal Learning Machine. IWANN (1) Alan L. S. Matias, César L. C. Mattos, Tommi Kärkkäinen, João P. P. Gomes, Ajalmar R. da Rocha Neto
2019	J	`jnl`	Software Framework for Tribotronic Systems. CoRR Jarno Kansanaho, Tommi Kärkkäinen
2019	B	`conf`	Sparse minimal learning machine using a diversity measure minimization. ESANN Madson Luiz Dantas Dias, Lucas Silva de Sousa, Ajalmar R. da Rocha Neto, César L. C. Mattos, João P. P. Gomes, Tommi Kärkkäinen
2019	J	`jnl`	Technology Comprehension - Combining computing, design, and societal reflection as a national subject. Int. J. Child Comput. Interact. Ari Tuhkala, Marie-Louise Wagner, Ole Sejer Iversen, Tommi Kärkkäinen
2018	—	`conf`	A Knowledge Interface System for Information and Cyber Security Using Semantic Wiki. DESRIST Riku Nykänen, Tommi Kärkkäinen
2018	J	`jnl`	Acoustic Phenomena in Damaged Ceramic Capacitors. IEEE Trans. Ind. Electron. Saku Levikari, Tommi Kärkkäinen, Caroline Andersson, Juha Tamminen, Pertti Silventoinen
2018	B	`conf`	Comparison of cluster validation indices with missing data. ESANN Marko Niemelä, Sami Äyrämö, Tommi Kärkkäinen
2018	B	`conf`	Extreme Minimal Learning Machine. ESANN Tommi Kärkkäinen
2018	B	`conf`	Scalable robust clustering method for large and sparse data. ESANN Joonas Hämäläinen, Tommi Kärkkäinen, Tuomo Rossi
2018	—	`conf`	Semi-automatic literature mapping of participatory design studies 2006-2016. PDC (2) Ari Tuhkala, Tommi Kärkkäinen, Paavo Nieminen
2018	—	`conf`	Technology Comprehension: Scaling Making into a National Discipline. FabLearn Europe Ari Tuhkala, Marie-Louise Wagner, Nick Nielsen, Ole Sejer Iversen, Tommi Kärkkäinen
2018	J	`jnl`	Using Slack for computer-mediated communication to support higher education students' peer interactions during Master's thesis seminar. Educ. Inf. Technol. Ari Tuhkala, Tommi Kärkkäinen
2017	B	`conf`	A Robust Minimal Learning Machine based on the M-Estimator. ESANN João P. P. Gomes, Diego P. P. Mesquita, Ananda Freire, Amauri H. Souza Júnior, Tommi Kärkkäinen
2017	B	`conf`	A Simple Cluster Validation Index with Maximal Coverage. ESANN Susanne Jauhiainen, Tommi Kärkkäinen
2017	B	`conf`	BLPA: Bayesian learn-predict-adjust method for online detection of recurrent changepoints. IJCNN Alexandr V. Maslov, Mykola Pechenizkiy, Yulong Pei, Indre Zliobaite, Alexander Shklyaev, Tommi Kärkkäinen, Jaakko Hollmén
2017	J	`jnl`	Comparison of Internal Clustering Validation Indices for Prototype-Based Clustering. Algorithms Joonas Hämäläinen, Susanne Jauhiainen, Tommi Kärkkäinen
2017	—	`conf`	Feature Ranking of Large, Robust, and Weighted Clustering Result. PAKDD (1) Mirka Saarela, Joonas Hämäläinen, Tommi Kärkkäinen
2017	—	`conf`	Habituating Students to IPR Questions During Creative Project Work. CSEDU (2) Ville Isomöttönen, Tommi Kärkkäinen
2017	—	`conf`	Supporting Institutional Awareness and Academic Advising using Clustered Study Profiles. CSEDU (1) Mariia Gavriushenko, Mirka Saarela, Tommi Kärkkäinen
2016	B	`conf`	Comparison of Four- and Six-Layered Configurations for Deep Network Pretraining. ESANN Tommi Kärkkäinen, Jan Hänninen
2016	Misc	`conf`	DOBRO: a prediction error correcting robot under drifts. SAC Alexandr V. Maslov, Hoang Thanh Lam, Mykola Pechenizkiy, Eric Bouillet, Tommi Kärkkäinen
2016	J	`jnl`	Expert-based versus citation-based ranking of scholarly and scientific publication channels. J. Informetrics Mirka Saarela, Tommi Kärkkäinen, Tommi Lahtonen, Tuomo Rossi
2016	—	`conf`	Feature Extractors for Describing Vehicle Routing Problem Instances. SCOR Jussi Rasku, Tommi Kärkkäinen, Nysret Musliu
2016	B	`conf`	Initialization of big data clustering using distributionally balanced folding. ESANN Joonas Hämäläinen, Tommi Kärkkäinen
2016	A	`conf`	Modelling Recurrent Events for Improving Online Change Detection. SDM Alexandr V. Maslov, Mykola Pechenizkiy, Indre Zliobaite, Tommi Kärkkäinen
2016	B	`conf`	Multicriteria optimized MLP for imbalanced learning. ESANN Paavo Nieminen, Tommi Kärkkäinen
2016	C	`conf`	Supporting Cyber Resilience with Semantic Wiki. OpenSym Riku Nykänen, Tommi Kärkkäinen
2015	J	`jnl`	A New Augmented Lagrangian Approach for L SIAM J. Imaging Sci. Mirko Myllykoski, Roland Glowinski, Tommi Kärkkäinen, Tuomo Rossi
2015	B	`conf`	Assessment of feature saliency of MLP using analytic sensitivity. ESANN Tommi Kärkkäinen
2015	J	`jnl`	Can icons enhance requirements engineering work? J. Vis. Lang. Comput. Sukanya Khanom, Anneli Heimbürger, Tommi Kärkkäinen
2015	B	`conf`	Do Country Stereotypes Exist in Educational Data? A Clustering Approach for Large, Sparse, and Weighted Data. EDM Mirka Saarela, Tommi Kärkkäinen
2015	B	`conf`	Hierarchical, prototype-based clustering of multiple time series with missing values. ESANN Pekka Wartiainen, Tommi Kärkkäinen
2015	—	`conf`	Open Resources as the Educational Basis for a Bachelor-level Project-Based Course. CSEDU (2) Ville Isomöttönen, Tommi Kärkkäinen
2015	—	`conf`	Project-Based Learning Emphasizing Open Resources and Student Ideation: How to Raise Student Awareness of IPR? CSEDU (Selected Papers) Ville Isomöttönen, Tommi Kärkkäinen
2015	—	`conf`	Robust Principal Component Analysis of Data with Missing Values. MLDM Tommi Kärkkäinen, Mirka Saarela
2015	B	`conf`	Weighted Clustering of Sparse Educational Data. ESANN Mirka Saarela, Tommi Kärkkäinen
2014	J	`jnl`	Aligning Two Specifications for Controlling Information Security. Int. J. Cyber Warf. Terror. Riku Nykänen, Tommi Kärkkäinen
2014	—	`ch.`	Automating the Parameter Selection in VRP: An Off-line Parameter Tuning Tool Comparison. Modeling, Simulation and Optimization for Science and Technology Jussi Rasku, Nysret Musliu, Tommi Kärkkäinen
2014	C	`conf`	Context-Sensitive Framework for Visual Analytics in Energy Production from Biomass. EJC Pekka Wartiainen, Anneli Heimbürger, Tommi Kärkkäinen
2014	B	`conf`	Discovering Gender-Specific Knowledge from Finnish Basic Education using PISA Scale Indices. EDM Mirka Saarela, Tommi Kärkkäinen
2014	C	`conf`	Icon Recognition and Usability for Requirements Engineering. EJC Sukanya Khanom, Anneli Heimbürger, Tommi Kärkkäinen
2014	—	`conf`	On Cross-Validation for MLP Model Evaluation. S+SSPR Tommi Kärkkäinen
2014	B	`conf`	Region of interest detection using MLP. ESANN Tommi Kärkkäinen, Alexandr V. Maslov, Pekka Wartiainen
2013	C	`conf`	Icon Representations in Supporting Requirements Elicitation Process. EJC Sukanya Khanom, Anneli Heimbürger, Tommi Kärkkäinen
2012	C	`conf`	Context-Sensitive Approach to Dynamic Visual Analytics of Energy Production Processes. EJC Pekka Wartiainen, Tommi Kärkkäinen, Anneli Heimbürger, Sami Äyrämö
2012	A*	`conf`	Real-Time Mass Flow Estimation in Circulating Fluidized Bed. ICDM Andriy Ivannikov, Mikko Jegoroff, Tommi Kärkkäinen
2011	—	`conf`	Neural Prediction of Product Quality Based on Pilot Paper Machine Process Measurements. ICANNGA (1) Paavo Nieminen, Tommi Kärkkäinen, Kari Luostarinen, Jukka Muhonen
2010	—	`conf`	A robust approach to ERP denoising. ISSPA Andriy Ivannikov, Tommi Kärkkäinen, Tapani Ristaniemi, Heikki Lyytinen
2010	J	`jnl`	Clustering and the perturbed spatial median. Math. Comput. Model. Tuomo Valkonen, Tommi Kärkkäinen
2010	B	`conf`	Comparison of MLP cost functions to dodge mislabeled training data. IJCNN Paavo Nieminen, Tommi Kärkkäinen
2010	—	`conf`	Noise Analysis Compact Genetic Algorithm. EvoApplications (1) Ferrante Neri, Ernesto Mininno, Tommi Kärkkäinen
2010	C	`conf`	On Context Modelling in Systems and Applications Development. EJC Anneli Heimbürger, Yasushi Kiyoki, Tommi Kärkkäinen, Ekaterina Gilman, Kyoung-Sook Kim, Naofumi Yoshida
2009	J	`jnl`	Automated software license analysis. Autom. Softw. Eng. Timo Tuunanen, Jussi Koskinen, Tommi Kärkkäinen
2009	B	`conf`	Enhancing Differential Evolution frameworks by scale factor local search - part II. IEEE Congress on Evolutionary Computation Ferrante Neri, Ville Tirronen, Tommi Kärkkäinen
2009	—	`conf`	Handling outliers and concept drift in online mass flow prediction in CFB boilers. KDD Workshop on Knowledge Discovery from Sensor Data Jorn Bakker, Mykola Pechenizkiy, Indre Zliobaite, Andriy Ivannikov, Tommi Kärkkäinen
2009	—	`conf`	Ideas about a Regularized MLP Classifier by Means of Weight Decay Stepping. ICANNGA Paavo Nieminen, Tommi Kärkkäinen
2009	A*	`conf`	Online Mass Flow Prediction in CFB Boilers. ICDM Andriy Ivannikov, Mykola Pechenizkiy, Jorn Bakker, Timo Leino, Mikko Jegoroff, Tommi Kärkkäinen, Sami Äyrämö
2009	J	`jnl`	Online mass flow prediction in CFB boilers with explicit detection of sudden concept drift. SIGKDD Explor. Mykola Pechenizkiy, Jorn Bakker, Indre Zliobaite, Andriy Ivannikov, Tommi Kärkkäinen
2009	—	`conf`	Visualizing Time Series State Changes with Prototype Based Clustering. ICANNGA Markus Pylvänen, Sami Äyrämö, Tommi Kärkkäinen
2008	J	`jnl`	An Enhanced Memetic Differential Evolution in Filter Design for Defect Detection in Paper Production. Evol. Comput. Ville Tirronen, Ferrante Neri, Tommi Kärkkäinen, Kirsi Majava, Tuomo Rossi
2008	J	`jnl`	Non-smooth SOR for J. Sci. Comput. Roland Glowinski, Tommi Kärkkäinen, Tuomo Valkonen, Andriy Ivannikov
2008	B	`conf`	Separation of ERP and Noise Subspaces in EEG Data without Whitening. CBMS Andriy Ivannikov, Tommi Kärkkäinen, Tapani Ristaniemi, Heikki Lyytinen
2008	B	`conf`	The "natura non facit saltus" principle in Memetic computing. IEEE Congress on Evolutionary Computation Ville Tirronen, Ferrante Neri, Kirsi Majava, Tommi Kärkkäinen
2008	—	`conf`	The Value of a Real Customer in a Capstone Project. CSEE&T Ville Isomöttönen, Tommi Kärkkäinen
2008	—	`conf`	Traditional Averaging, Weighted Averaging, and ERPSUB for ERP Denoising in EEG Data - A Comparison of the Convergence Properties. BIOSIGNALS (1) Andriy Ivannikov, Tommi Kärkkäinen, Tapani Ristaniemi, Heikki Lyytinen
2007	—	`conf`	A Memetic Differential Evolution in Filter Design for Defect Detection in Paper Production. EvoWorkshops Ville Tirronen, Ferrante Neri, Tommi Kärkkäinen, Kirsi Majava, Tuomo Rossi
2007	—	`conf`	Extraction of ERP from EEG data. ISSPA Andriy Ivannikov, Tommi Kärkkäinen, Tapani Ristaniemi, Heikki Lyytinen
2007	B	`conf`	Fitness diversity based adaptation in Multimeme Algorithms: A comparative study. IEEE Congress on Evolutionary Computation Ferrante Neri, Ville Tirronen, Tommi Kärkkäinen, Tuomo Rossi
2007	B	`conf`	Power of Recognition: A Conceptual Framework for Agile Capstone Project in Academic Environment. XP Ville Isomöttönen, Vesa Korhonen, Tommi Kärkkäinen
2007	—	`conf`	ProcMiner: Advancing Process Analysis and Management. ICDE Workshops Miika Nurminen, Anne Honkaranta, Tommi Kärkkäinen
2007	J	`jnl`	Solving a non-smooth eigenvalue problem using operator-splitting methods. Int. J. Comput. Math. Kirsi Majava, Roland Glowinski, Tommi Kärkkäinen
2006	—	`conf`	ASLA: Reverse Engineering Approach for Software License Information Retrieval. CSMR Timo Tuunanen, Jussi Koskinen, Tommi Kärkkäinen
2006	—	`conf`	Retrieving Open Source Software Licenses. OSS Timo Tuunanen, Jussi Koskinen, Tommi Kärkkäinen
2005	J	`jnl`	Denoising of Smooth Images Using Computing Tommi Kärkkäinen, Karl Kunisch, Kirsi Majava
2005	—	`conf`	ExtMiner: Combining Multiple Ranking and Clustering Algorithms for Structured Document Retrieval. DEXA Workshops Miika Nurminen, Anne Honkaranta, Tommi Kärkkäinen
2004	J	`jnl`	Robust Formulations for Training Multilayer Perceptrons. Neural Comput. Tommi Kärkkäinen, Erkki Heikkola
2002	J	`jnl`	MLP in Layer-Wise Form with Applications to Weight Decay. Neural Comput. Tommi Kärkkäinen