Jaakko Peltonen

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	All	Since 2016
Citations	2046	1135
h-index	21	17
i10-index	40	28

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Co-authors

Tuukka RuotsaloUniversity of Helsinki and University of CopenhagenVerified email at helsinki.fi
Joni PajarinenAssistant Professor at Aalto University and Research Group Leader at IAS at TU DarmstadtVerified email at aalto.fi
Giulio JacucciUniversity of HelsinkiVerified email at helsinki.fi
Janne SinkkonenReaktor, Chief (Data) ScientistVerified email at reaktor.fi
Dorota GlowackaUniversity of HelsinkiVerified email at cs.helsinki.fi
Petri MyllymakiProfessor of Computer Science, University of HelsinkiVerified email at helsinki.fi
Manuel J. A. Eugstermjae.netVerified email at mjae.net
Arto KlamiAssistant Professor, University of HelsinkiVerified email at cs.helsinki.fi
Helena AidosLASIGE, Dep. Informática, Faculdade de Ciências, Universidade de LisboaVerified email at fc.ul.pt
Zhirong YangProfessor at Department of Computer Science, Norwegian University of Science and Technology (NTNU)Verified email at ntnu.no
Chien LuPhD student at Tampere UniversityVerified email at tuni.fi
Ari HottinenPrh-Finnish Patent Office/FinlandVerified email at ieee.org
Leishi ZhangDepartment of Computer Science, Middlesex UniversityVerified email at mdx.ac.uk
Michael SedlmairProfessor of Computer Science, University of StuttgartVerified email at visus.uni-stuttgart.de
John A. LeeUCLouvain Professor, FNRS Senior Research AssociateVerified email at uclouvain.be
Dominik SachaSiemens LogisticsVerified email at dbvis.inf.uni-konstanz.de
Daniel WeiskopfProfessor of Computer Science, University of StuttgartVerified email at visus.uni-stuttgart.de
Daniel KeimProfessor of Computer Science, Data Analysis and Visualization, University of KonstanzVerified email at uni-konstanz.de
Stephen Northgraphviz.org, Infovisible LLCVerified email at acm.org
Patrik FloréenUniversity of Helsinki and Aalto UniversityVerified email at helsinki.fi

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	298	2010
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	186	2001
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	167	2016
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	86	2013
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	79	2017
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	74	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	71	2013
Dimensionality reduction for data visualization [applications corner] S Kaski, J Peltonen IEEE Signal Processing Magazine 28 (2), 100-104, 2011	70	2011
Improved learning of Riemannian metrics for exploratory analysis J Peltonen, A Klami, S Kaski Neural Networks 17 (8-9), 1087-1100, 2004	70	2004
Discriminative components of data J Peltonen, S Kaski IEEE Transactions on Neural Networks 16 (1), 68-83, 2005	60	2005
Informative discriminant analysis S Kaski, J Peltonen ICML-2003, The Twentieth International Conference on Machine Learning, 329-336, 2003	56	2003
Periodic finite state controllers for efficient POMDP and DEC-POMDP planning JK Pajarinen, J Peltonen Advances in Neural Information Processing Systems, 2636-2644, 2011	51	2011
Efficient planning for factored infinite-horizon DEC-POMDPs J Pajarinen, J Peltonen Proceedings of the Twenty-Second international joint conference on …, 2011	39	2011
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	38	2017
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	37	2007
Optimization Equivalence of Divergences Improves Neighbor Embedding Z Yang, J Peltonen, S Kaski Proceedings of the 31st International Conference on Machine Learning (ICML …, 2014	36	2014
Learning from relevant tasks only S Kaski, J Peltonen European Conference on Machine Learning, 608-615, 2007	34	2007
IntentStreams: Smart Parallel Search Streams for Branching Exploratory Search S Andolina, K Klouche, J Peltonen, M Hoque, T Ruotsalo, D Cabral, ... Proceedings of the 20th International Conference on Intelligent User …, 2015	25	2015
Optimizing spatial and temporal reuse in wireless networks by decentralized partially observable Markov decision processes J Pajarinen, A Hottinen, J Peltonen IEEE Transactions on Mobile Computing, 1, 2013	25	2013
Sequential information bottleneck for finite data J Peltonen, J Sinkkonen, S Kaski Proceedings of the twenty-first international conference on Machine learning, 82, 2004	23	2004

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