Jaakko Peltonen

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Samuel KaskiProfessor, Aalto University and University of ManchesterVerified email at aalto.fi
Tuukka RuotsaloLUT University and University of CopenhagenVerified email at lut.fi
Giulio JacucciUniversity of HelsinkiVerified email at helsinki.fi
Joni PajarinenAssociate Professor at Aalto UniversityVerified email at aalto.fi
Timo NummenmaaSenior Research Fellow, 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
Kal JarvelinProfessor Emeritus, Tampere UniversityVerified email at tuni.fi
Daniel KeimProfessor of Computer Science, Data Analysis and Visualization, University of KonstanzVerified email at uni-konstanz.de
Patrik FloréenUniversity of Helsinki and Aalto UniversityVerified email at 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
Arto KlamiAssociate Professor, University of HelsinkiVerified email at cs.helsinki.fi
Ari HottinenNokiaVerified email at ieee.org
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

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	401	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	306	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	205	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	186	2017
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	120	2020
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	100	2015
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	93	2013
Dimensionality reduction for data visualization [applications corner] S Kaski, J Peltonen IEEE Signal Processing Magazine 28 (2), 100-104, 2011	93	2011
Scalable Optimization of Neighbor Embedding for Visualization Z Yang, J Peltonen, S Kaski Proceedings of the 30th International Conference on Machine Learning (ICML …, 2013	92	2013
Improved learning of Riemannian metrics for exploratory analysis J Peltonen, A Klami, S Kaski Neural Networks 17 (8-9), 1087-1100, 2004	85	2004
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	77	2018
Periodic finite state controllers for efficient POMDP and DEC-POMDP planning JK Pajarinen, J Peltonen Advances in Neural Information Processing Systems, 2636-2644, 2011	74	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	65	2017
Discriminative components of data J Peltonen, S Kaski IEEE Transactions on Neural Networks 16 (1), 68-83, 2005	64	2005
Informative discriminant analysis S Kaski, J Peltonen ICML-2003, The Twentieth International Conference on Machine Learning, 329-336, 2003	60	2003
Optimization Equivalence of Divergences Improves Neighbor Embedding Z Yang, J Peltonen, S Kaski Proceedings of the 31st International Conference on Machine Learning (ICML …, 2014	51	2014
Efficient planning for factored infinite-horizon DEC-POMDPs J Pajarinen, J Peltonen Proceedings of the Twenty-Second international joint conference on …, 2011	46	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	45	2007
Digital me: Controlling and making sense of my digital footprint M Sjöberg, HH Chen, P Floréen, M Koskela, K Kuikkaniemi, T Lehtiniemi, ... Symbiotic Interaction: 5th International Workshop, Symbiotic 2016, Padua …, 2017	44	2017
The Role of Interactive Visualization in Fostering Trust in AI E Beauxis-Aussalet, M Behrisch, R Borgo, DH Chau, C Collins, D Ebert, ... IEEE Computer Graphics and Applications 41 (6), 7-12, 2021	39	2021

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