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Jaakko Peltonen
Jaakko Peltonen
Professor, Tampere University
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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
3962010
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
3022016
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
2052001
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
1802017
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
1132020
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
1002015
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
942013
Scalable Optimization of Neighbor Embedding for Visualization
Z Yang, J Peltonen, S Kaski
Proceedings of the 30th International Conference on Machine Learning (ICML …, 2013
912013
Dimensionality reduction for data visualization [applications corner]
S Kaski, J Peltonen
IEEE Signal Processing Magazine 28 (2), 100-104, 2011
912011
Improved learning of Riemannian metrics for exploratory analysis
J Peltonen, A Klami, S Kaski
Neural Networks 17 (8-9), 1087-1100, 2004
852004
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
762018
Periodic finite state controllers for efficient POMDP and DEC-POMDP planning
JK Pajarinen, J Peltonen
Advances in Neural Information Processing Systems, 2636-2644, 2011
722011
Discriminative components of data
J Peltonen, S Kaski
IEEE Transactions on Neural Networks 16 (1), 68-83, 2005
642005
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
632017
Informative discriminant analysis
S Kaski, J Peltonen
ICML-2003, The Twentieth International Conference on Machine Learning, 329-336, 2003
602003
Optimization Equivalence of Divergences Improves Neighbor Embedding
Z Yang, J Peltonen, S Kaski
Proceedings of the 31st International Conference on Machine Learning (ICML …, 2014
502014
Efficient planning for factored infinite-horizon DEC-POMDPs
J Pajarinen, J Peltonen
Proceedings of the Twenty-Second international joint conference on …, 2011
452011
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
452007
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
432017
User model in a box: Cross-system user model transfer for resolving cold start problems
C Wongchokprasitti, J Peltonen, T Ruotsalo, P Bandyopadhyay, G Jacucci, ...
User Modeling, Adaptation and Personalization: 23rd International Conference …, 2015
362015
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학술자료 1–20