Jaakko Peltonen

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Tuukka RuotsaloUniversity of Copenhagen and University of HelsinkiVerified email at di.ku.dk
Giulio JacucciUniversity of HelsinkiVerified email at helsinki.fi
Joni PajarinenAssistant Professor at Aalto UniversityVerified email at aalto.fi
Chien LuPhD student at Tampere UniversityVerified email at tuni.fi
Dorota GlowackaUniversity of HelsinkiVerified email at cs.helsinki.fi
Petri MyllymakiProfessor of Computer Science, University of HelsinkiVerified email at helsinki.fi
Janne SinkkonenReaktor, Chief (Data) ScientistVerified email at reaktor.fi
Manuel J. A. Eugstermjae.netVerified email at mjae.net
Arto KlamiAssociate Professor, University of HelsinkiVerified email at cs.helsinki.fi
Daniel KeimProfessor of Computer Science, Data Analysis and Visualization, University of KonstanzVerified email at uni-konstanz.de
Helena AidosLASIGE, Dep. Informática, Faculdade de Ciências, Universidade de LisboaVerified email at fc.ul.pt
Kal JarvelinProfessor Emeritus, Tampere UniversityVerified email at tuni.fi
Zhirong YangProfessor at Department of Computer Science, Norwegian University of Science and Technology (NTNU)Verified email at ntnu.no
Patrik FloréenUniversity of Helsinki and Aalto UniversityVerified email at helsinki.fi
Timo NummenmaaSenior Research Fellow, Tampere UniversityVerified email at tuni.fi
Leishi ZhangSchool of Engineering, Technology and Design, Canterbury Christ Church UniveristyVerified email at canterbury.ac.uk
Michael SedlmairProfessor of Computer Science, University of StuttgartVerified email at visus.uni-stuttgart.de
John A. LeeUCLouvain Professor, FNRS Research DirectorVerified email at uclouvain.be
Dominik SachaSiemens LogisticsVerified email at siemens-logistics.com
Daniel WeiskopfProfessor of Computer Science, University of StuttgartVerified email at visus.uni-stuttgart.de

Jaakko Peltonen

Professor, Tampere University

Verified email at tuni.fi - Homepage

Machine Learning Visualization Text Mining Exploratory Search Multi-task Learning


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Information retrieval perspective to nonlinear dimensionality reduction for data visualization J Venna, J Peltonen, K Nybo, H Aidos, S Kaski Journal of Machine Learning Research 11 (Feb), 451-490, 2010	355	2010
Visual interaction with dimensionality reduction: a structured literature analysis D Sacha, L Zhang, M Sedlmair, JA Lee, J Peltonen, D Weiskopf, S North, ... IEEE Transactions on Visualization and Computer Graphics, 2016	257	2016
Bankruptcy analysis with self-organizing maps in learning metrics S Kaski, J Sinkkonen, J Peltonen IEEE Transactions on Neural Networks 12 (4), 936-947, 2001	196	2001
What you see is what you can change: Human-centered machine learning by interactive visualization D Sacha, M Sedlmair, L Zhang, JA Lee, J Peltonen, D Weiskopf, SC North, ... Neurocomputing 268, 164-175, 2017	137	2017
Directing exploratory search with interactive intent modeling T Ruotsalo, J Peltonen, M Eugster, D Głowacka, K Konyushkova, ... Proceedings of the 22nd ACM international conference on Information …, 2013	92	2013
Genome-wide modeling of transcription kinetics reveals patterns of RNA production delays A Honkela, J Peltonen, H Topa, I Charapitsa, F Matarese, K Grote, ... Proceedings of the National Academy of Sciences 112 (42), 13115-13120, 2015	88	2015
Scalable Optimization of Neighbor Embedding for Visualization Z Yang, J Peltonen, S Kaski Proceedings of the 30th International Conference on Machine Learning (ICML …, 2013	82	2013
Dimensionality reduction for data visualization [applications corner] S Kaski, J Peltonen IEEE Signal Processing Magazine 28 (2), 100-104, 2011	80	2011
Improved learning of Riemannian metrics for exploratory analysis J Peltonen, A Klami, S Kaski Neural Networks 17 (8-9), 1087-1100, 2004	78	2004
The usage of large data sets in online consumer behaviour: A bibliometric and computational text-mining–driven analysis of previous research M Vanhala, C Lu, J Peltonen, S Sundqvist, J Nummenmaa, K Järvelin Journal of Business Research 106, 46-59, 2020	68	2020
Periodic finite state controllers for efficient POMDP and DEC-POMDP planning JK Pajarinen, J Peltonen Advances in Neural Information Processing Systems, 2636-2644, 2011	64	2011
Discriminative components of data J Peltonen, S Kaski IEEE Transactions on Neural Networks 16 (1), 68-83, 2005	61	2005
Topic-Relevance Map: Visualization for Improving Search Result Comprehension J Peltonen, K Belorustceva, T Ruotsalo Proceedings of the 22nd International Conference on Intelligent User …, 2017	58	2017
Informative discriminant analysis S Kaski, J Peltonen ICML-2003, The Twentieth International Conference on Machine Learning, 329-336, 2003	57	2003
Interactive Intent Modeling for Exploratory Search T Ruotsalo, J Peltonen, MJA Eugster, D Głowacka, P Floréen, P Myllymäki, ... ACM Transactions on Information Systems (TOIS) 36 (4), 44, 2018	54	2018
Optimization Equivalence of Divergences Improves Neighbor Embedding Z Yang, J Peltonen, S Kaski Proceedings of the 31st International Conference on Machine Learning (ICML …, 2014	50	2014
Efficient planning for factored infinite-horizon DEC-POMDPs J Pajarinen, J Peltonen Proceedings of the Twenty-Second international joint conference on …, 2011	47	2011
Methods for estimating human endogenous retrovirus activities from EST databases M Oja, J Peltonen, J Blomberg, S Kaski BMC bioinformatics 8 (Suppl 2), S11, 2007	42	2007
Learning from relevant tasks only S Kaski, J Peltonen European Conference on Machine Learning, 608-615, 2007	32	2007
Negative Relevance Feedback for Exploratory Search with Visual Interactive Intent Modeling J Peltonen, J Strahl, P Floréen Proceedings of the 22nd International Conference on Intelligent User …, 2017	31	2017

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