Jaakko Peltonen
Jaakko Peltonen
Professor, Tampere University
Verified email at tuni.fi - Homepage
TitleCited byYear
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
2622010
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
1802001
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
962016
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
782013
Improved learning of Riemannian metrics for exploratory analysis
J Peltonen, A Klami, S Kaski
Neural Networks 17 (8-9), 1087-1100, 2004
652004
Scalable Optimization of Neighbor Embedding for Visualization
Z Yang, J Peltonen, S Kaski
Proceedings of the 30th International Conference on Machine Learning (ICML …, 2013
632013
Dimensionality reduction for data visualization [applications corner]
S Kaski, J Peltonen
IEEE Signal Processing Magazine 28 (2), 100-104, 2011
592011
Discriminative components of data
J Peltonen, S Kaski
IEEE Transactions on Neural Networks 16 (1), 68-83, 2005
572005
Informative discriminant analysis
S Kaski, J Peltonen
ICML-2003, The Twentieth International Conference on Machine Learning, 329-336, 2003
542003
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
502015
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
452017
Periodic finite state controllers for efficient POMDP and DEC-POMDP planning
JK Pajarinen, J Peltonen
Advances in Neural Information Processing Systems, 2636-2644, 2011
402011
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
362007
Optimization Equivalence of Divergences Improves Neighbor Embedding
Z Yang, J Peltonen, S Kaski
Proceedings of the 31st International Conference on Machine Learning (ICML …, 2014
332014
Efficient planning for factored infinite-horizon DEC-POMDPs
J Pajarinen, J Peltonen
Proceedings of the Twenty-Second international joint conference on …, 2011
322011
Learning from relevant tasks only
S Kaski, J Peltonen
European Conference on Machine Learning, 608-615, 2007
282007
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
232017
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
232015
Sequential information bottleneck for finite data
J Peltonen, J Sinkkonen, S Kaski
Proceedings of the twenty-first international conference on Machine learning, 82, 2004
222004
Learning more accurate metrics for self-organizing maps
J Peltonen, A Klami, S Kaski
Artificial Neural Networks—ICANN 2002, 999-1004, 2002
202002
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