Jaakko Peltonen
Academy Research Fellow at Aalto University School of Business
Schools
- Aalto University School of Business
Links
Biography
Aalto University School of Business
Peer-reviewed scientific articles
Journal article-refereed, Original researchVisual Interaction with Dimensionality Reduction A Structured Literature Analysis
Sacha, Dominik; Zhang, Leishi; Sedlmair, Michael; Lee, John A.; Peltonen, Jaakko; Weiskopf, Daniel; North, Stephen C.; Keim, Daniel A.2017 in IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS (IEEE Computer Society)ISSN: 1077-2626Genome-wide modeling of transcription kinetics reveals patterns of RNA production delays
Honkela, Antti; Peltonen, Jaakko; Topa, Hande; Charapitsa, Iryna; Matarese, Filomena; Grote, Korbinian; Stunnenberg, Hendrik G.; Reid, George; Lawrence, Neil D.; Rattray, Magnus2015 in PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (NATL ACAD SCIENCES)ISSN: 0027-8424Information retrieval approach to meta-visualization
Peltonen, Jaakko; Lin, Ziyuan2015 in MACHINE LEARNING (Springer Netherlands)ISSN: 0885-6125Toward Computational Cumulative Biology by Combining Models of Biological Datasets
Faisal, Ali; Peltonen, Jaakko; Georgii, Elisabeth; Rung, Johan; Kaski, Samuel2014 in PLOS ONE (PUBLIC LIBRARY SCIENCE)Optimizing spatial and temporal reuse in wireless networks by decentralized partially observable Markov decision processes
Pajarinen, Joni; Hottinen, Ari; Peltonen, Jaakko2014 in IEEE TRANSACTIONS ON MOBILE COMPUTING (IEEE COMPUTER SOC)ISSN: 1536-1233Transfer learning using a nonparametric sparse topic model
Faisal, A.; Gillberg, Jussi; Leen, G.; Peltonen, J.2013 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312Focused multi-task learning in a Gaussian process framework
Leen, Gayle; Peltonen, Jaakko; Kaski, Samuel2012 in MACHINE LEARNING (Springer Netherlands)ISSN: 0885-6125Fault tolerant machine learning for nanoscale cognitive radio
Pajarinen, Joni; Peltonen, Jaakko; Uusitalo, Mikko A.2011 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312Machine Learning: How It Can Help Nanocomputing
Uusitalo, Mikko A.; Peltonen, Jaakko; Ryhänen, Tapani2011 in JOURNAL OF COMPUTATIONAL AND THEORETICAL NANOSCIENCE (AMER SCIENTIFIC PUBLISHERS)ISSN: 1546-1955Relevant subtask learning by constrained mixture models
Peltonen, Jaakko; Yaslan, Yusuf; Kaski, Samuel2010 in INTELLIGENT DATA ANALYSIS (IOS Press)ISSN: 1088-467XInformation retrieval perspective to nonlinear dimensionality reduction for data visualization
Venna, Jarkko; Peltonen, Jaakko; Nybo, Kristian; Aidos, Helena; Kaski, Samuel2010 in JOURNAL OF MACHINE LEARNING RESEARCH (MICROTOME PUBL)ISSN: 1532-4435Visualizations for Assessing Convergence and Mixing of Markov Chain Monte Carlo Simulations
Peltonen, Jaakko; Venna, Jarkko; Kaski, Samuel2009 in COMPUTATIONAL STATISTICS AND DATA ANALYSIS (Elsevier Science B.V.)Methods for estimating human endogenous retrovirus activities from EST databases
Oja, Merja; Peltonen, Jaakko; Blomberg, Jonas; Kaski, Samuel2007 in BMC BIOINFORMATICS (BioMed Central)Discriminative Components of Data
Peltonen, J.; Kaski, S.2005 in IEEE TRANSACTIONS ON NEURAL NETWORKS (IEEE Computational Intelligence Society)Improved Learning of Riemannian Metrics for Exploratory Data Analysis
Peltonen, J.; Klami, A.; Kaski, S.2004 in NEURAL NETWORKS (PERGAMON-ELSEVIER SCIENCE LTD)Bankruptcy Analysis with Self-Organizing Maps in Learning Metrics
Kaski, Samuel; Sinkkonen, J.; Peltonen, J.2001 in IEEE TRANSACTIONS ON NEURAL NETWORKS (IEEE Computational Intelligence Society)Review article, Literature review, Systematic reviewDimensionality Reduction for Data Visualization
Kaski, Samuel; Peltonen, Jaakko2011 in IEEE Signal Processing Magazine (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)ISSN: 1053-5888Book section, Chapters in research booksAn Information Retrieval Approach for Finding Dependent Subspaces of Multiple Views
Lin, Ziyuan; Peltonen, Jaakko2017 in Lecture Notes in Artificial Intelligence (SPRINGER)ISBN: 978-3-319-62415-0ISSN: 0302-9743Directing exploratory search with interactive intent modeling
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel; Glowacka, Dorota; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2013 ISBN: 978-1-4503-2263-8Conference proceedingsVisualizing activity traces to support collaborative literature searching
Athukorala, Kumaripaba; Micallef, Luana; An, Chao; Reijonen, Aki; Peltonen, Jaakko; Ruotsalo, Tuukka; Jacucci, Giulio2017 ISBN: 9781450352925Negative relevance feedback for exploratory search with visual interactive intent modeling
Peltonen, Jaakko; Strahl, Jonathan; Floréen, Patrik2017 ISBN: 9781450343480Improving search result comprehension by topic-relevance map visualization
Peltonen, Jaakko; Belorustceva, Kseniia; Ruotsalo, Tuukka2017 ISBN: 9781450348935Topic-relevance map Visualization for improving search result comprehension
Peltonen, Jaakko; Belorustceva, Kseniia; Ruotsalo, Tuukka2017 ISBN: 9781450343480Digital Me Controlling and Making Sense of My Digital Footprint
Sjöberg, Mats; Chen, Hung-Han; Floreen, Patrik; Koskela, Markus; Kuikkaniemi, Kai; Lehtiniemi, Tuukka; Peltonen, Jaakko2017 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-57752-4ISSN: 0302-9743Digital Me Controlling and Making Sense of My Digital Footprint
Sjöberg, Mats; Chen, Hung-Han; Floreen, Patrik; Koskela, Markus; Kuikkaniemi, Kai; Lehtiniemi, Tuukka; Peltonen, Jaakko2017 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-57752-4ISSN: 0302-9743Peacock bundles Bundle coloring for graphs with globality-locality trade-off
Peltonen, Jaakko; Lin, Ziyuan2016 in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Springer-Verlag)ISBN: 978-3-319-50106-2ISSN: 0302-9743Preliminary studies on personalized preference prediction from gaze in comparing visualizations
Rezazadegan Tavakoli, Hamed; Poostchimohammadabadi, Hanieh; Peltonen, Jaakko; Laaksonen, Jorma; Kaski, Samuel2016 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-50831-3ISSN: 0302-9743Intentstreams: smart parallel search streams for branching exploratory search
Andolina, Salvatore; Klouche, Khalil; Peltonen, Jaakko; Hoque, Mohammad; Ruotsalo, Tuukka; Cabral, Diogo; Klami, Arto; Glowacka, Dorota; Floréen, Patrik; Jacucci, Giulio2015 ISBN: 978-1-4503-3306-1Scinet: Interactive intent modeling for information discovery
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J A; Glowacka, Dorota; Reijonen, Aki; Jacucci, Giulio; Myllymäki, Petri; Kaski, Samuel2015 ISBN: 978-1-4503-3621-5User Model in a Box: Cross-System User Model Transfer for Resolving Cold Start Problems
Wongchokprasitti, Chirayu; Peltonen, Jaakko; Ruotsalo, Tuukka; Bandyopadhyay, Payel; Jacucci, Giulio; Brusilovsky, Peter2015 ISBN: 978-3-319-20266-2ISSN: 0302-9743Majorization-Minimization for Manifold Embedding
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel2015 ISSN: 1938-7288Optimal neighborhood preserving visualization by maximum satisfiability
Bunte, Kerstin; Järvisalo, Matti; Berg, Jeremias; Myllymäki, Petri; Peltonen, Jaakko; Kaski, Samuel2014 ISBN: 978-1-57735-661-5Optimization equivalence of divergences improves neighbor embedding
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel2014 ISSN: 1938-7228Expectation maximization for average reward decentralized POMDPs
Pajarinen, Joni; Peltonen, Jaakko2013 ISBN: 978-3-642-40987-5Information Retrieval Perspective to Interactive Data Visualization
Peltonen, Jaakko; Sandholm, Max; Kaski, Samuel2013 ISBN: 978-3-905673-99-9Multiplicative Update For Fast Optimization of Information Retrieval Based Neighbor Embedding
Peltonen, Jaakko; Lin, Ziyuan2013 ISBN: 978-1-4799-1180-6Information Retrieval Perspective to Meta-visualization
Peltonen, Jaakko; Lin, Ziyuan2013 ISSN: 1938-7228Scalable Optimization of Neighbor Embedding for Visualization
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel2013 ISSN: 1938-7228Sparse Nonparametric Topic Model for Transfer Learning
Faisal, Ali; Gillberg, Leo; Peltonen, Jaakko; Leen, Gayle; Kaski, Samuel2012 ISBN: 978-2-87419-049-0Efficient Optimization for Data Visualization as an Information Retrieval Task
Peltonen, Jaakko; Georgatzis, Konstantinos2012 ISBN: 978-1-4673-1025-3ISSN: 1551-2541Focused Multi-task Learning Using Gaussian Processes
Leen, Gayle; Peltonen, Jaakko; Kaski, Samuel2011 ISSN: 0302-9743Efficient Planning for Factored Infinite-Horizon DEC-POMDPs
Pajarinen, Joni; Peltonen, Jaakko2011 Periodic Finite State Controllers for Efficient POMDP and DEC-POMDP Planning
Pajarinen, Joni; Peltonen, Jaakko2011 ISSN: 1049-5258Generative Modeling for Maximizing Precision and Recall in Information Visualization
Peltonen, Jaakko; Kaski, Samuel2011 Efficient Planning in Large POMDPs through Policy Graph Based Factorized Approximations
Pajarinen, Joni; Peltonen, Jaakko; Hottinen, Ari; Uusitalo, Mikko2010 Graph Visualization With Latent Variable Models
Parkkinen, Juuso; Nybo, Kristian; Peltonen, Jaakko; Kaski, Samuel2010 ISBN: 978-1-4503-0214-2An information retrieval perspective on visualization of gene expression data with ontological annotation
Peltonen, Jaakko; Aidos, Helena; Gehlenborg, Nils; Brazma, Alvis; Kaski, Samuel2010 Latent state models of primary user behavior for opportunistic spectrum access
Pajarinen, Joni; Peltonen, Jaakko; Uusitalo, Mikko A.; Hottinen, Ari2009 Visualization by Linear Projections as Information Retrieval
Peltonen, Jaakko2009 Supervised Nonlinear Dimensionality Reduction by Neighbor Retrieval
Peltonen, Jaakko; Aidos, Helena; Kaski, Samuel2009 Nano-scale fault tolerant machine learning for cognitive radio
Peltonen, Jaakko; Uusitalo, Mikko A.; Pajarinen, Joni2008 Variational Bayes Learning from Relevant Tasks Only
Peltonen, Jaakko; Yaslan, Yusuf; Kaski, Samuel2008 Application of UCT Search to the Connection Games of Hex, Y, *Star, and Renkula!
Raiko, Tapani; Peltonen, Jaakko2008 Learning from relevant tasks only
Kaski, Samuel; Peltonen, Jaakko2007 Fast Semi-Supervised Discriminative Component Analysis
Peltonen, Jaakko; Goldberger, Jacob; Kaski, Samuel2007 ISBN: 1-4244-1566-7ISSN: 1551-2541Estimation of human endogenous retrovirus activities from expressed sequence databases
Oja, Merja; Peltonen, Jaakko; Kaski, Samuel2006 Fast Discriminative Component Analysis for Comparing Examples
Peltonen, Jaakko; Goldberger, Jacob; Kaski, Samuel2006 Sequential Information Bottleneck for Finite Data
Peltonen, J.; Sinkkonen, J.; Kaski, S.2004 Informative Discriminant Analysis
Kaski, Samuel; Peltonen, J.2003 Learning Metrics for Information Visualization
Peltonen, Jaakko; Klami, A.; Kaski, S.2003 Visualizations for Assessing Convergence and Mixing of MCMC
Venna, J.; Kaski, S.; Peltonen, J.2003 Accurate Self-Organizing Maps in Learning Metrics
Klami, Arto; Peltonen, J.; Kaski, S.2002 Learning More Accurate Metrics for Self-Organizing Maps
Peltonen, Jaakko; Klami, A.; Kaski, S.2002 Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics
Kaski, Samuel; Sinkkonen, J.; Peltonen, J.2001 Learning Metrics for Self-Organizing Maps
Kaski, Samuel; Sinkkonen, J.; Peltonen, J.2001 Non-refereed scientific articles
Unrefereed conference proceedingsIntentradar: Search User Interface That Anticipates User's Search Intents
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Reijonen, Aki; Jacucci, Giulio; Myllymäki, Petri; Kaski, Samuel2014 ISBN: 978-1-4503-2474-8Scientific books (monographs)
Book (editor)Neurocomputing, Special Issue on Machine Learning for Signal Processing 2010, 80:1-128
Peltonen, Jaakko; Raiko, Tapani; Kaski, Samuel2012 ISSN: 0925-2312Biennial Report of the Adaptive Informatics Research Centre 2008-2009
Raivio, Kimmo; Peltonen, Jaakko; Koivisto, Leila2010 Publications intended for professional communities
Article in professional conference proceedingsToward computational cumulative biology by combining models of biological datasets
Peltonen, Jaakko; Faisal, Ali; Georgii, Elisabeth; Rung, Johan; Kaski, Samuel2014 Bayesian Optimization in Interactive Scientific Search
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2014 Published development or research reportAn Information Retrieval Approach to Finding Dependent Subspaces of Multiple Views
Lin, Ziyuan; Peltonen, Jaakko2015 Interactive Visualization of Search Intent for Exploratory Information Retrieval
Kangasrääsiö, Antti; Glowacka, Dorota; Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2014 Generative Modeling for Maximizing Precision and Recall in Information Visualization
Peltonen, Jaakko; Kaski, Samuel2010 Learning when only some of the training data are from the same distribution as test data
Peltonen, Jaakko; Kaski, Samuel2006 Finite Sequential Information Bottleneck (fsIB)
Peltonen, Jaakko; Sinkkonen, J.; Kaski, S.2003
Visual Interaction with Dimensionality Reduction A Structured Literature Analysis
Sacha, Dominik; Zhang, Leishi; Sedlmair, Michael; Lee, John A.; Peltonen, Jaakko; Weiskopf, Daniel; North, Stephen C.; Keim, Daniel A.
2017 in IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS (IEEE Computer Society)ISSN: 1077-2626
Genome-wide modeling of transcription kinetics reveals patterns of RNA production delays
Honkela, Antti; Peltonen, Jaakko; Topa, Hande; Charapitsa, Iryna; Matarese, Filomena; Grote, Korbinian; Stunnenberg, Hendrik G.; Reid, George; Lawrence, Neil D.; Rattray, Magnus
2015 in PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (NATL ACAD SCIENCES)ISSN: 0027-8424
Information retrieval approach to meta-visualization
Peltonen, Jaakko; Lin, Ziyuan
2015 in MACHINE LEARNING (Springer Netherlands)ISSN: 0885-6125
Toward Computational Cumulative Biology by Combining Models of Biological Datasets
Faisal, Ali; Peltonen, Jaakko; Georgii, Elisabeth; Rung, Johan; Kaski, Samuel
2014 in PLOS ONE (PUBLIC LIBRARY SCIENCE)Optimizing spatial and temporal reuse in wireless networks by decentralized partially observable Markov decision processes
Pajarinen, Joni; Hottinen, Ari; Peltonen, Jaakko
2014 in IEEE TRANSACTIONS ON MOBILE COMPUTING (IEEE COMPUTER SOC)ISSN: 1536-1233
Transfer learning using a nonparametric sparse topic model
Faisal, A.; Gillberg, Jussi; Leen, G.; Peltonen, J.
2013 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312
Focused multi-task learning in a Gaussian process framework
Leen, Gayle; Peltonen, Jaakko; Kaski, Samuel
2012 in MACHINE LEARNING (Springer Netherlands)ISSN: 0885-6125
Fault tolerant machine learning for nanoscale cognitive radio
Pajarinen, Joni; Peltonen, Jaakko; Uusitalo, Mikko A.
2011 in NEUROCOMPUTING (Elsevier Science B.V.)ISSN: 0925-2312
Machine Learning: How It Can Help Nanocomputing
Uusitalo, Mikko A.; Peltonen, Jaakko; Ryhänen, Tapani
2011 in JOURNAL OF COMPUTATIONAL AND THEORETICAL NANOSCIENCE (AMER SCIENTIFIC PUBLISHERS)ISSN: 1546-1955
Relevant subtask learning by constrained mixture models
Peltonen, Jaakko; Yaslan, Yusuf; Kaski, Samuel
2010 in INTELLIGENT DATA ANALYSIS (IOS Press)ISSN: 1088-467X
Information retrieval perspective to nonlinear dimensionality reduction for data visualization
Venna, Jarkko; Peltonen, Jaakko; Nybo, Kristian; Aidos, Helena; Kaski, Samuel
2010 in JOURNAL OF MACHINE LEARNING RESEARCH (MICROTOME PUBL)ISSN: 1532-4435
Visualizations for Assessing Convergence and Mixing of Markov Chain Monte Carlo Simulations
Peltonen, Jaakko; Venna, Jarkko; Kaski, Samuel
2009 in COMPUTATIONAL STATISTICS AND DATA ANALYSIS (Elsevier Science B.V.)Methods for estimating human endogenous retrovirus activities from EST databases
Oja, Merja; Peltonen, Jaakko; Blomberg, Jonas; Kaski, Samuel
2007 in BMC BIOINFORMATICS (BioMed Central)Discriminative Components of Data
Peltonen, J.; Kaski, S.
2005 in IEEE TRANSACTIONS ON NEURAL NETWORKS (IEEE Computational Intelligence Society)Improved Learning of Riemannian Metrics for Exploratory Data Analysis
Peltonen, J.; Klami, A.; Kaski, S.
2004 in NEURAL NETWORKS (PERGAMON-ELSEVIER SCIENCE LTD)Bankruptcy Analysis with Self-Organizing Maps in Learning Metrics
Kaski, Samuel; Sinkkonen, J.; Peltonen, J.
2001 in IEEE TRANSACTIONS ON NEURAL NETWORKS (IEEE Computational Intelligence Society)Dimensionality Reduction for Data Visualization
Kaski, Samuel; Peltonen, Jaakko
2011 in IEEE Signal Processing Magazine (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)ISSN: 1053-5888
Book section, Chapters in research booksAn Information Retrieval Approach for Finding Dependent Subspaces of Multiple Views
Lin, Ziyuan; Peltonen, Jaakko2017 in Lecture Notes in Artificial Intelligence (SPRINGER)ISBN: 978-3-319-62415-0ISSN: 0302-9743Directing exploratory search with interactive intent modeling
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel; Glowacka, Dorota; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2013 ISBN: 978-1-4503-2263-8Conference proceedingsVisualizing activity traces to support collaborative literature searching
Athukorala, Kumaripaba; Micallef, Luana; An, Chao; Reijonen, Aki; Peltonen, Jaakko; Ruotsalo, Tuukka; Jacucci, Giulio2017 ISBN: 9781450352925Negative relevance feedback for exploratory search with visual interactive intent modeling
Peltonen, Jaakko; Strahl, Jonathan; Floréen, Patrik2017 ISBN: 9781450343480Improving search result comprehension by topic-relevance map visualization
Peltonen, Jaakko; Belorustceva, Kseniia; Ruotsalo, Tuukka2017 ISBN: 9781450348935Topic-relevance map Visualization for improving search result comprehension
Peltonen, Jaakko; Belorustceva, Kseniia; Ruotsalo, Tuukka2017 ISBN: 9781450343480Digital Me Controlling and Making Sense of My Digital Footprint
Sjöberg, Mats; Chen, Hung-Han; Floreen, Patrik; Koskela, Markus; Kuikkaniemi, Kai; Lehtiniemi, Tuukka; Peltonen, Jaakko2017 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-57752-4ISSN: 0302-9743Digital Me Controlling and Making Sense of My Digital Footprint
Sjöberg, Mats; Chen, Hung-Han; Floreen, Patrik; Koskela, Markus; Kuikkaniemi, Kai; Lehtiniemi, Tuukka; Peltonen, Jaakko2017 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-57752-4ISSN: 0302-9743Peacock bundles Bundle coloring for graphs with globality-locality trade-off
Peltonen, Jaakko; Lin, Ziyuan2016 in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Springer-Verlag)ISBN: 978-3-319-50106-2ISSN: 0302-9743Preliminary studies on personalized preference prediction from gaze in comparing visualizations
Rezazadegan Tavakoli, Hamed; Poostchimohammadabadi, Hanieh; Peltonen, Jaakko; Laaksonen, Jorma; Kaski, Samuel2016 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-50831-3ISSN: 0302-9743Intentstreams: smart parallel search streams for branching exploratory search
Andolina, Salvatore; Klouche, Khalil; Peltonen, Jaakko; Hoque, Mohammad; Ruotsalo, Tuukka; Cabral, Diogo; Klami, Arto; Glowacka, Dorota; Floréen, Patrik; Jacucci, Giulio2015 ISBN: 978-1-4503-3306-1Scinet: Interactive intent modeling for information discovery
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J A; Glowacka, Dorota; Reijonen, Aki; Jacucci, Giulio; Myllymäki, Petri; Kaski, Samuel2015 ISBN: 978-1-4503-3621-5User Model in a Box: Cross-System User Model Transfer for Resolving Cold Start Problems
Wongchokprasitti, Chirayu; Peltonen, Jaakko; Ruotsalo, Tuukka; Bandyopadhyay, Payel; Jacucci, Giulio; Brusilovsky, Peter2015 ISBN: 978-3-319-20266-2ISSN: 0302-9743Majorization-Minimization for Manifold Embedding
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel2015 ISSN: 1938-7288Optimal neighborhood preserving visualization by maximum satisfiability
Bunte, Kerstin; Järvisalo, Matti; Berg, Jeremias; Myllymäki, Petri; Peltonen, Jaakko; Kaski, Samuel2014 ISBN: 978-1-57735-661-5Optimization equivalence of divergences improves neighbor embedding
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel2014 ISSN: 1938-7228Expectation maximization for average reward decentralized POMDPs
Pajarinen, Joni; Peltonen, Jaakko2013 ISBN: 978-3-642-40987-5Information Retrieval Perspective to Interactive Data Visualization
Peltonen, Jaakko; Sandholm, Max; Kaski, Samuel2013 ISBN: 978-3-905673-99-9Multiplicative Update For Fast Optimization of Information Retrieval Based Neighbor Embedding
Peltonen, Jaakko; Lin, Ziyuan2013 ISBN: 978-1-4799-1180-6Information Retrieval Perspective to Meta-visualization
Peltonen, Jaakko; Lin, Ziyuan2013 ISSN: 1938-7228Scalable Optimization of Neighbor Embedding for Visualization
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel2013 ISSN: 1938-7228Sparse Nonparametric Topic Model for Transfer Learning
Faisal, Ali; Gillberg, Leo; Peltonen, Jaakko; Leen, Gayle; Kaski, Samuel2012 ISBN: 978-2-87419-049-0Efficient Optimization for Data Visualization as an Information Retrieval Task
Peltonen, Jaakko; Georgatzis, Konstantinos2012 ISBN: 978-1-4673-1025-3ISSN: 1551-2541Focused Multi-task Learning Using Gaussian Processes
Leen, Gayle; Peltonen, Jaakko; Kaski, Samuel2011 ISSN: 0302-9743Efficient Planning for Factored Infinite-Horizon DEC-POMDPs
Pajarinen, Joni; Peltonen, Jaakko2011 Periodic Finite State Controllers for Efficient POMDP and DEC-POMDP Planning
Pajarinen, Joni; Peltonen, Jaakko2011 ISSN: 1049-5258Generative Modeling for Maximizing Precision and Recall in Information Visualization
Peltonen, Jaakko; Kaski, Samuel2011 Efficient Planning in Large POMDPs through Policy Graph Based Factorized Approximations
Pajarinen, Joni; Peltonen, Jaakko; Hottinen, Ari; Uusitalo, Mikko2010 Graph Visualization With Latent Variable Models
Parkkinen, Juuso; Nybo, Kristian; Peltonen, Jaakko; Kaski, Samuel2010 ISBN: 978-1-4503-0214-2An information retrieval perspective on visualization of gene expression data with ontological annotation
Peltonen, Jaakko; Aidos, Helena; Gehlenborg, Nils; Brazma, Alvis; Kaski, Samuel2010 Latent state models of primary user behavior for opportunistic spectrum access
Pajarinen, Joni; Peltonen, Jaakko; Uusitalo, Mikko A.; Hottinen, Ari2009 Visualization by Linear Projections as Information Retrieval
Peltonen, Jaakko2009 Supervised Nonlinear Dimensionality Reduction by Neighbor Retrieval
Peltonen, Jaakko; Aidos, Helena; Kaski, Samuel2009 Nano-scale fault tolerant machine learning for cognitive radio
Peltonen, Jaakko; Uusitalo, Mikko A.; Pajarinen, Joni2008 Variational Bayes Learning from Relevant Tasks Only
Peltonen, Jaakko; Yaslan, Yusuf; Kaski, Samuel2008 Application of UCT Search to the Connection Games of Hex, Y, *Star, and Renkula!
Raiko, Tapani; Peltonen, Jaakko2008 Learning from relevant tasks only
Kaski, Samuel; Peltonen, Jaakko2007 Fast Semi-Supervised Discriminative Component Analysis
Peltonen, Jaakko; Goldberger, Jacob; Kaski, Samuel2007 ISBN: 1-4244-1566-7ISSN: 1551-2541Estimation of human endogenous retrovirus activities from expressed sequence databases
Oja, Merja; Peltonen, Jaakko; Kaski, Samuel2006 Fast Discriminative Component Analysis for Comparing Examples
Peltonen, Jaakko; Goldberger, Jacob; Kaski, Samuel2006 Sequential Information Bottleneck for Finite Data
Peltonen, J.; Sinkkonen, J.; Kaski, S.2004 Informative Discriminant Analysis
Kaski, Samuel; Peltonen, J.2003 Learning Metrics for Information Visualization
Peltonen, Jaakko; Klami, A.; Kaski, S.2003 Visualizations for Assessing Convergence and Mixing of MCMC
Venna, J.; Kaski, S.; Peltonen, J.2003 Accurate Self-Organizing Maps in Learning Metrics
Klami, Arto; Peltonen, J.; Kaski, S.2002 Learning More Accurate Metrics for Self-Organizing Maps
Peltonen, Jaakko; Klami, A.; Kaski, S.2002 Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics
Kaski, Samuel; Sinkkonen, J.; Peltonen, J.2001 Learning Metrics for Self-Organizing Maps
Kaski, Samuel; Sinkkonen, J.; Peltonen, J.2001 Non-refereed scientific articles
Unrefereed conference proceedingsIntentradar: Search User Interface That Anticipates User's Search Intents
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Reijonen, Aki; Jacucci, Giulio; Myllymäki, Petri; Kaski, Samuel2014 ISBN: 978-1-4503-2474-8Scientific books (monographs)
Book (editor)Neurocomputing, Special Issue on Machine Learning for Signal Processing 2010, 80:1-128
Peltonen, Jaakko; Raiko, Tapani; Kaski, Samuel2012 ISSN: 0925-2312Biennial Report of the Adaptive Informatics Research Centre 2008-2009
Raivio, Kimmo; Peltonen, Jaakko; Koivisto, Leila2010 Publications intended for professional communities
Article in professional conference proceedingsToward computational cumulative biology by combining models of biological datasets
Peltonen, Jaakko; Faisal, Ali; Georgii, Elisabeth; Rung, Johan; Kaski, Samuel2014 Bayesian Optimization in Interactive Scientific Search
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2014 Published development or research reportAn Information Retrieval Approach to Finding Dependent Subspaces of Multiple Views
Lin, Ziyuan; Peltonen, Jaakko2015 Interactive Visualization of Search Intent for Exploratory Information Retrieval
Kangasrääsiö, Antti; Glowacka, Dorota; Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2014 Generative Modeling for Maximizing Precision and Recall in Information Visualization
Peltonen, Jaakko; Kaski, Samuel2010 Learning when only some of the training data are from the same distribution as test data
Peltonen, Jaakko; Kaski, Samuel2006 Finite Sequential Information Bottleneck (fsIB)
Peltonen, Jaakko; Sinkkonen, J.; Kaski, S.2003
An Information Retrieval Approach for Finding Dependent Subspaces of Multiple Views
Lin, Ziyuan; Peltonen, Jaakko
2017 in Lecture Notes in Artificial Intelligence (SPRINGER)ISBN: 978-3-319-62415-0
ISSN: 0302-9743
Directing exploratory search with interactive intent modeling
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel; Glowacka, Dorota; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel
2013 ISBN: 978-1-4503-2263-8
Visualizing activity traces to support collaborative literature searching
Athukorala, Kumaripaba; Micallef, Luana; An, Chao; Reijonen, Aki; Peltonen, Jaakko; Ruotsalo, Tuukka; Jacucci, Giulio
2017 ISBN: 9781450352925
Negative relevance feedback for exploratory search with visual interactive intent modeling
Peltonen, Jaakko; Strahl, Jonathan; Floréen, Patrik
2017 ISBN: 9781450343480
Improving search result comprehension by topic-relevance map visualization
Peltonen, Jaakko; Belorustceva, Kseniia; Ruotsalo, Tuukka
2017 ISBN: 9781450348935
Topic-relevance map Visualization for improving search result comprehension
Peltonen, Jaakko; Belorustceva, Kseniia; Ruotsalo, Tuukka
2017 ISBN: 9781450343480
Digital Me Controlling and Making Sense of My Digital Footprint
Sjöberg, Mats; Chen, Hung-Han; Floreen, Patrik; Koskela, Markus; Kuikkaniemi, Kai; Lehtiniemi, Tuukka; Peltonen, Jaakko
2017 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-57752-4
ISSN: 0302-9743
Digital Me Controlling and Making Sense of My Digital Footprint
Sjöberg, Mats; Chen, Hung-Han; Floreen, Patrik; Koskela, Markus; Kuikkaniemi, Kai; Lehtiniemi, Tuukka; Peltonen, Jaakko
2017 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-57752-4
ISSN: 0302-9743
Peacock bundles Bundle coloring for graphs with globality-locality trade-off
Peltonen, Jaakko; Lin, Ziyuan
2016 in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Springer-Verlag)ISBN: 978-3-319-50106-2
ISSN: 0302-9743
Preliminary studies on personalized preference prediction from gaze in comparing visualizations
Rezazadegan Tavakoli, Hamed; Poostchimohammadabadi, Hanieh; Peltonen, Jaakko; Laaksonen, Jorma; Kaski, Samuel
2016 in Lecture Notes in Computer Science (SPRINGER)ISBN: 978-3-319-50831-3
ISSN: 0302-9743
Intentstreams: smart parallel search streams for branching exploratory search
Andolina, Salvatore; Klouche, Khalil; Peltonen, Jaakko; Hoque, Mohammad; Ruotsalo, Tuukka; Cabral, Diogo; Klami, Arto; Glowacka, Dorota; Floréen, Patrik; Jacucci, Giulio
2015 ISBN: 978-1-4503-3306-1
Scinet: Interactive intent modeling for information discovery
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J A; Glowacka, Dorota; Reijonen, Aki; Jacucci, Giulio; Myllymäki, Petri; Kaski, Samuel
2015 ISBN: 978-1-4503-3621-5
User Model in a Box: Cross-System User Model Transfer for Resolving Cold Start Problems
Wongchokprasitti, Chirayu; Peltonen, Jaakko; Ruotsalo, Tuukka; Bandyopadhyay, Payel; Jacucci, Giulio; Brusilovsky, Peter
2015 ISBN: 978-3-319-20266-2
ISSN: 0302-9743
Majorization-Minimization for Manifold Embedding
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel
2015 ISSN: 1938-7288
Optimal neighborhood preserving visualization by maximum satisfiability
Bunte, Kerstin; Järvisalo, Matti; Berg, Jeremias; Myllymäki, Petri; Peltonen, Jaakko; Kaski, Samuel
2014 ISBN: 978-1-57735-661-5
Optimization equivalence of divergences improves neighbor embedding
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel
2014 ISSN: 1938-7228
Expectation maximization for average reward decentralized POMDPs
Pajarinen, Joni; Peltonen, Jaakko
2013 ISBN: 978-3-642-40987-5
Information Retrieval Perspective to Interactive Data Visualization
Peltonen, Jaakko; Sandholm, Max; Kaski, Samuel
2013 ISBN: 978-3-905673-99-9
Multiplicative Update For Fast Optimization of Information Retrieval Based Neighbor Embedding
Peltonen, Jaakko; Lin, Ziyuan
2013 ISBN: 978-1-4799-1180-6
Information Retrieval Perspective to Meta-visualization
Peltonen, Jaakko; Lin, Ziyuan
2013 ISSN: 1938-7228
Scalable Optimization of Neighbor Embedding for Visualization
Yang, Zhirong; Peltonen, Jaakko; Kaski, Samuel
2013 ISSN: 1938-7228
Sparse Nonparametric Topic Model for Transfer Learning
Faisal, Ali; Gillberg, Leo; Peltonen, Jaakko; Leen, Gayle; Kaski, Samuel
2012 ISBN: 978-2-87419-049-0
Efficient Optimization for Data Visualization as an Information Retrieval Task
Peltonen, Jaakko; Georgatzis, Konstantinos
2012 ISBN: 978-1-4673-1025-3
ISSN: 1551-2541
Focused Multi-task Learning Using Gaussian Processes
Leen, Gayle; Peltonen, Jaakko; Kaski, Samuel
2011 ISSN: 0302-9743
Efficient Planning for Factored Infinite-Horizon DEC-POMDPs
Pajarinen, Joni; Peltonen, Jaakko
2011 Periodic Finite State Controllers for Efficient POMDP and DEC-POMDP Planning
Pajarinen, Joni; Peltonen, Jaakko
2011 ISSN: 1049-5258
Generative Modeling for Maximizing Precision and Recall in Information Visualization
Peltonen, Jaakko; Kaski, Samuel
2011 Efficient Planning in Large POMDPs through Policy Graph Based Factorized Approximations
Pajarinen, Joni; Peltonen, Jaakko; Hottinen, Ari; Uusitalo, Mikko
2010 Graph Visualization With Latent Variable Models
Parkkinen, Juuso; Nybo, Kristian; Peltonen, Jaakko; Kaski, Samuel
2010 ISBN: 978-1-4503-0214-2
An information retrieval perspective on visualization of gene expression data with ontological annotation
Peltonen, Jaakko; Aidos, Helena; Gehlenborg, Nils; Brazma, Alvis; Kaski, Samuel
2010 Latent state models of primary user behavior for opportunistic spectrum access
Pajarinen, Joni; Peltonen, Jaakko; Uusitalo, Mikko A.; Hottinen, Ari
2009 Visualization by Linear Projections as Information Retrieval
Peltonen, Jaakko
2009 Supervised Nonlinear Dimensionality Reduction by Neighbor Retrieval
Peltonen, Jaakko; Aidos, Helena; Kaski, Samuel
2009 Nano-scale fault tolerant machine learning for cognitive radio
Peltonen, Jaakko; Uusitalo, Mikko A.; Pajarinen, Joni
2008 Variational Bayes Learning from Relevant Tasks Only
Peltonen, Jaakko; Yaslan, Yusuf; Kaski, Samuel
2008 Application of UCT Search to the Connection Games of Hex, Y, *Star, and Renkula!
Raiko, Tapani; Peltonen, Jaakko
2008 Learning from relevant tasks only
Kaski, Samuel; Peltonen, Jaakko
2007 Fast Semi-Supervised Discriminative Component Analysis
Peltonen, Jaakko; Goldberger, Jacob; Kaski, Samuel
2007 ISBN: 1-4244-1566-7
ISSN: 1551-2541
Estimation of human endogenous retrovirus activities from expressed sequence databases
Oja, Merja; Peltonen, Jaakko; Kaski, Samuel
2006 Fast Discriminative Component Analysis for Comparing Examples
Peltonen, Jaakko; Goldberger, Jacob; Kaski, Samuel
2006 Sequential Information Bottleneck for Finite Data
Peltonen, J.; Sinkkonen, J.; Kaski, S.
2004 Informative Discriminant Analysis
Kaski, Samuel; Peltonen, J.
2003 Learning Metrics for Information Visualization
Peltonen, Jaakko; Klami, A.; Kaski, S.
2003 Visualizations for Assessing Convergence and Mixing of MCMC
Venna, J.; Kaski, S.; Peltonen, J.
2003 Accurate Self-Organizing Maps in Learning Metrics
Klami, Arto; Peltonen, J.; Kaski, S.
2002 Learning More Accurate Metrics for Self-Organizing Maps
Peltonen, Jaakko; Klami, A.; Kaski, S.
2002 Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics
Kaski, Samuel; Sinkkonen, J.; Peltonen, J.
2001 Learning Metrics for Self-Organizing Maps
Kaski, Samuel; Sinkkonen, J.; Peltonen, J.
2001 Non-refereed scientific articles
Unrefereed conference proceedingsIntentradar: Search User Interface That Anticipates User's Search Intents
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Reijonen, Aki; Jacucci, Giulio; Myllymäki, Petri; Kaski, Samuel2014 ISBN: 978-1-4503-2474-8Scientific books (monographs)
Book (editor)Neurocomputing, Special Issue on Machine Learning for Signal Processing 2010, 80:1-128
Peltonen, Jaakko; Raiko, Tapani; Kaski, Samuel2012 ISSN: 0925-2312Biennial Report of the Adaptive Informatics Research Centre 2008-2009
Raivio, Kimmo; Peltonen, Jaakko; Koivisto, Leila2010 Publications intended for professional communities
Article in professional conference proceedingsToward computational cumulative biology by combining models of biological datasets
Peltonen, Jaakko; Faisal, Ali; Georgii, Elisabeth; Rung, Johan; Kaski, Samuel2014 Bayesian Optimization in Interactive Scientific Search
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2014 Published development or research reportAn Information Retrieval Approach to Finding Dependent Subspaces of Multiple Views
Lin, Ziyuan; Peltonen, Jaakko2015 Interactive Visualization of Search Intent for Exploratory Information Retrieval
Kangasrääsiö, Antti; Glowacka, Dorota; Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2014 Generative Modeling for Maximizing Precision and Recall in Information Visualization
Peltonen, Jaakko; Kaski, Samuel2010 Learning when only some of the training data are from the same distribution as test data
Peltonen, Jaakko; Kaski, Samuel2006 Finite Sequential Information Bottleneck (fsIB)
Peltonen, Jaakko; Sinkkonen, J.; Kaski, S.2003
Intentradar: Search User Interface That Anticipates User's Search Intents
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Reijonen, Aki; Jacucci, Giulio; Myllymäki, Petri; Kaski, Samuel
2014 ISBN: 978-1-4503-2474-8
Neurocomputing, Special Issue on Machine Learning for Signal Processing 2010, 80:1-128
Peltonen, Jaakko; Raiko, Tapani; Kaski, Samuel
2012 ISSN: 0925-2312
Biennial Report of the Adaptive Informatics Research Centre 2008-2009
Raivio, Kimmo; Peltonen, Jaakko; Koivisto, Leila
2010 Publications intended for professional communities
Article in professional conference proceedingsToward computational cumulative biology by combining models of biological datasets
Peltonen, Jaakko; Faisal, Ali; Georgii, Elisabeth; Rung, Johan; Kaski, Samuel2014 Bayesian Optimization in Interactive Scientific Search
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2014 Published development or research reportAn Information Retrieval Approach to Finding Dependent Subspaces of Multiple Views
Lin, Ziyuan; Peltonen, Jaakko2015 Interactive Visualization of Search Intent for Exploratory Information Retrieval
Kangasrääsiö, Antti; Glowacka, Dorota; Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel2014 Generative Modeling for Maximizing Precision and Recall in Information Visualization
Peltonen, Jaakko; Kaski, Samuel2010 Learning when only some of the training data are from the same distribution as test data
Peltonen, Jaakko; Kaski, Samuel2006 Finite Sequential Information Bottleneck (fsIB)
Peltonen, Jaakko; Sinkkonen, J.; Kaski, S.2003
Toward computational cumulative biology by combining models of biological datasets
Peltonen, Jaakko; Faisal, Ali; Georgii, Elisabeth; Rung, Johan; Kaski, Samuel
2014 Bayesian Optimization in Interactive Scientific Search
Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel J.A.; Glowacka, Dorota; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel
2014 An Information Retrieval Approach to Finding Dependent Subspaces of Multiple Views
Lin, Ziyuan; Peltonen, Jaakko
2015 Interactive Visualization of Search Intent for Exploratory Information Retrieval
Kangasrääsiö, Antti; Glowacka, Dorota; Ruotsalo, Tuukka; Peltonen, Jaakko; Eugster, Manuel; Konyushkova, Ksenia; Athukorala, Kumaripaba; Kosunen, Ilkka; Reijonen, Aki; Myllymäki, Petri; Jacucci, Giulio; Kaski, Samuel
2014 Generative Modeling for Maximizing Precision and Recall in Information Visualization
Peltonen, Jaakko; Kaski, Samuel
2010 Learning when only some of the training data are from the same distribution as test data
Peltonen, Jaakko; Kaski, Samuel
2006 Finite Sequential Information Bottleneck (fsIB)
Peltonen, Jaakko; Sinkkonen, J.; Kaski, S.
2003 Read about executive education
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