Peltonen, Jaakko

24 publications

ICML 2023 Fair Neighbor Embedding Jaakko Peltonen, Wen Xu, Timo Nummenmaa, Jyrki Nummenmaa

NeurIPS 2022 Gaussian Copula Embeddings Chien Lu, Jaakko Peltonen

UAI 2022 Nonparametric Exponential Family Graph Embeddings for Multiple Representation Learning Chien Lu, Jaakko Peltonen, Timo Nummenmaa, Jyrki Nummenmaa

ACML 2021 Cross-Structural Factor-Topic Model: Document Analysis with Sophisticated Covariates Chien Lu, Jaakko Peltonen, Timo Nummenmaa, Jyrki Nummenmaa, Kalervo Järvelin

AAAI 2020 Enhancing Nearest Neighbor Based Entropy Estimator for High Dimensional Distributions via Bootstrapping Local Ellipsoid Chien Lu, Jaakko Peltonen

AAAI 2020 Scalable Probabilistic Matrix Factorization with Graph-Based Priors Jonathan Strahl, Jaakko Peltonen, Hiroshi Mamitsuka, Samuel Kaski

NeurIPS 2020 Steering Distortions to Preserve Classes and Neighbors in Supervised Dimensionality Reduction Benoît Colange, Jaakko Peltonen, Michael Aupetit, Denys Dutykh, Sylvain Lespinats

MLJ 2015 Information Retrieval Approach to Meta-Visualization Jaakko Peltonen, Ziyuan Lin

AISTATS 2015 Majorization-Minimization for Manifold Embedding Zhirong Yang, Jaakko Peltonen, Samuel Kaski

AAAI 2014 Optimal Neighborhood Preserving Visualization by Maximum Satisfiability Kerstin Bunte, Matti Järvisalo, Jeremias Berg, Petri Myllymäki, Jaakko Peltonen, Samuel Kaski

ICML 2014 Optimization Equivalence of Divergences Improves Neighbor Embedding Zhirong Yang, Jaakko Peltonen, Samuel Kaski

ECML-PKDD 2013 Expectation Maximization for Average Reward Decentralized POMDPs Joni Pajarinen, Jaakko Peltonen

ACML 2013 Information Retrieval Perspective to Meta-Visualization Jaakko Peltonen, Ziyuan Lin

ICML 2013 Scalable Optimization of Neighbor Embedding for Visualization Zhirong Yang, Jaakko Peltonen, Samuel Kaski

MLJ 2012 Focused Multi-Task Learning in a Gaussian Process Framework Gayle Leen, Jaakko Peltonen, Samuel Kaski

IJCAI 2011 Efficient Planning for Factored Infinite-Horizon DEC-POMDPs Joni Pajarinen, Jaakko Peltonen

ECML-PKDD 2011 Focused Multi-Task Learning Using Gaussian Processes Gayle Leen, Jaakko Peltonen, Samuel Kaski

AISTATS 2011 Generative Modeling for Maximizing Precision and Recall in Information Visualization Jaakko Peltonen, Samuel Kaski

NeurIPS 2011 Periodic Finite State Controllers for Efficient POMDP and DEC-POMDP Planning Joni K. Pajarinen, Jaakko Peltonen

ECML-PKDD 2010 Efficient Planning in Large POMDPs Through Policy Graph Based Factorized Approximations Joni Pajarinen, Jaakko Peltonen, Ari Hottinen, Mikko A. Uusitalo

JMLR 2010 Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization Jarkko Venna, Jaakko Peltonen, Kristian Nybo, Helena Aidos, Samuel Kaski

ICML 2004 Sequential Information Bottleneck for Finite Data Jaakko Peltonen, Janne Sinkkonen, Samuel Kaski

ICML 2003 Informative Discriminant Analysis Samuel Kaski, Jaakko Peltonen

ECML-PKDD 2003 Visualizations for Assessing Convergence and Mixing of MCMC Jarkko Venna, Samuel Kaski, Jaakko Peltonen