| 2025 | EMNLP | Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics. | Seyedeh Fatemeh Ebrahimi, Jaakko Peltonen |
| 2025 | ICONIP | Nonnegative Matrix Factorization for Joint Clustering and Topic Modeling with Minority Topics. | Seyedeh Fatemeh Ebrahimi, Jaakko Peltonen |
| 2024 | ICWE | TraQuLA: Transparent Question Answering Over RDF Through Linguistic Analysis. | Elizaveta Zimina, Kalervo Jrvelin, Jaakko Peltonen, Aarne Ranta, Jyrki Nummenmaa |
| 2023 | DIGRA | Polarized Pills vs. Gaming Thrills: Empirical Exploration of r/TheRedPill and r/TheBluePill Users in r/gaming. | Giacomo Lauritano, Valeria Marina Borodi, Chien Lu, Jaakko Peltonen |
| 2023 | DIGRA | Human-Environment Relationships in Alba: A Typological Analysis of Player Engagement in Steam Reviews. | Chien Lu, Giacomo Lauritano, Timo Nummenmaa, Jaakko Peltonen |
| 2023 | ICML | Fair Neighbor Embedding. | Jaakko Peltonen, Wen Xu, Timo Nummenmaa, Jyrki Nummenmaa |
| 2022 | ArtsIT | CryptoKitties vs. Axie Infinity: Computational Analysis of NFT Game Reddit Discussions. | Chien Lu, Giacomo Lauritano, Jaakko Peltonen |
| 2022 | ESANN | Supervised dimensionality reduction technique accounting for soft classes. | Sorina Mustatea, Michal Aupetit, Jaakko Peltonen, Sylvain Lespinats, Denys Dutykh |
| 2022 | UAI | Nonparametric exponential family graph embeddings for multiple representation learning. | Chien Lu, Jaakko Peltonen, Timo Nummenmaa, Jyrki Nummenmaa |
| 2021 | ACML | Cross-structural Factor-topic Model: Document Analysis with Sophisticated Covariates. | Chien Lu, Jaakko Peltonen, Timo Nummenmaa, Jyrki Nummenmaa, Kalervo Jarvelin |
| 2021 | Interact | Directing and Combining Multiple Queries for Exploratory Search by Visual Interactive Intent Modeling. | Jonathan Strahl, Jaakko Peltonen, Patrik Floren |
| 2020 | AAAI | Enhancing Nearest Neighbor Based Entropy Estimator for High Dimensional Distributions via Bootstrapping Local Ellipsoid. | Chien Lu, Jaakko Peltonen |
| 2020 | AAAI | Scalable Probabilistic Matrix Factorization with Graph-Based Priors. | Jonathan Strahl, Jaakko Peltonen, Hiroshi Mamitsuka, Samuel Kaski |
| 2020 | ArtsIT | The World Is Your Playground: A Bibliometric and Text Mining Analysis of Location-Based Game Research. | Chien Lu, Elina Koskinen, Dale Leorke, Timo Nummenmaa, Jaakko Peltonen |
| 2020 | CIKM | Probabilistic Dynamic Non-negative Group Factor Model for Multi-source Text Mining. | Chien Lu, Jaakko Peltonen, Jyrki Nummenmaa, Kalervo Jrvelin |
| 2020 | DIGRA | Patches and Player Community Perceptions: Analysis of No Man's Sky Steam Reviews. | Chien Lu, Xiaozhou Li, Timo Nummenmaa, Zheying Zhang, Jaakko Peltonen |
| 2019 | ArtsIT | Adoption of Requirements Engineering Methods in Game Development: A Literature and Postmortem Analysis. | Miikka Lehtonen, Chien Lu, Timo Nummenmaa, Jaakko Peltonen |
| 2019 | FDG | Game postmortems vs. developer Reddit AMAs: computational analysis of developer communication. | Chien Lu, Jaakko Peltonen, Timo Nummenmaa |
| 2019 | GD | Computing Stable Demers Cartograms. | Soeren Nickel, Max Sondag, Wouter Meulemans, Markus Chimani, Stephen G. Kobourov, Jaakko Peltonen, Martin Nllenburg |
| 2018 | DCAI | Tree-Structured Hierarchical Dirichlet Process. | Md. Hijbul Alam, Jaakko Peltonen, Jyrki Nummenmaa, Kalervo Jrvelin |
| 2018 | DIS | Author Tree-Structured Hierarchical Dirichlet Process. | Md. Hijbul Alam, Jaakko Peltonen, Jyrki Nummenmaa, Kalervo Jrvelin |
| 2018 | IUI | PIHVI: Online Forum Posting Analysis with Interactive Hierarchical Visualisation. | Jaakko Peltonen, Ziyuan Lin, Kalervo Jrvelin, Jyrki Nummenmaa |
| 2018 | MMM | Rethinking Summarization and Storytelling for Modern Social Multimedia. | Stevan Rudinac, Tat-Seng Chua, Nicols E. Daz Ferreyra, Gerald Friedland, Tatjana Gornostaja, Benoit Huet, Rianne Kaptein, Krister Lindn, Marie-Francine Moens, Jaakko Peltonen, Miriam Redi, Markus Schedl, David A. Shamma, Alan F. Smeaton, Lexing Xie |
| 2017 | IUI | Topic-Relevance Map: Visualization for Improving Search Result Comprehension. | Jaakko Peltonen, Kseniia Belorustceva, Tuukka Ruotsalo |
| 2017 | IUI | Improving Search Result Comprehension by Topic-Relevance Map Visualization. | Jaakko Peltonen, Kseniia Belorustceva, Tuukka Ruotsalo |
| 2017 | IUI | Negative Relevance Feedback for Exploratory Search with Visual Interactive Intent Modeling. | Jaakko Peltonen, Jonathan Strahl, Patrik Floren |
| 2017 | VINCI | Visualizing activity traces to support collaborative literature searching. | Kumaripaba Athukorala, Luana Micallef, Chao An, Aki Reijonen, Jaakko Peltonen, Tuukka Ruotsalo, Giulio Jacucci |
| 2016 | GD | Peacock Bundles: Bundle Coloring for Graphs with Globality-Locality Trade-Off. | Jaakko Peltonen, Ziyuan Lin |
| 2016 | ISVC | Preliminary Studies on Personalized Preference Prediction from Gaze in Comparing Visualizations. | Hamed Rezazadegan Tavakoli, Hanieh Poostchi, Jaakko Peltonen, Jorma Laaksonen, Samuel Kaski |
| 2015 | AISTATS | Majorization-Minimization for Manifold Embedding. | Zhirong Yang, Jaakko Peltonen, Samuel Kaski |
| 2015 | IUI | IntentStreams: Smart Parallel Search Streams for Branching Exploratory Search. | Salvatore Andolina, Khalil Klouche, Jaakko Peltonen, Mohammad E. Hoque, Tuukka Ruotsalo, Diogo Cabral, Arto Klami, Dorota Glowacka, Patrik Floren, Giulio Jacucci |
| 2015 | SIGIR | SciNet: Interactive Intent Modeling for Information Discovery. | Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Aki Reijonen, Giulio Jacucci, Petri Myllymki, Samuel Kaski |
| 2014 | AAAI | Optimal Neighborhood Preserving Visualization by Maximum Satisfiability. | Kerstin Bunte, Matti Jrvisalo, Jeremias Berg, Petri Myllymki, Jaakko Peltonen, Samuel Kaski |
| 2014 | CHI | Intentradar: search user interface that anticipates user's search intents. | Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Aki Reijonen, Giulio Jacucci, Petri Myllymki, Samuel Kaski |
| 2014 | ICML | Optimization Equivalence of Divergences Improves Neighbor Embedding. | Zhirong Yang, Jaakko Peltonen, Samuel Kaski |
| 2013 | ACML | Information Retrieval Perspective to Meta-visualization. | Jaakko Peltonen, Ziyuan Lin |
| 2013 | CIKM | Directing exploratory search with interactive intent modeling. | Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Ksenia Konyushkova, Kumaripaba Athukorala, Ilkka Kosunen, Aki Reijonen, Petri Myllymki, Giulio Jacucci, Samuel Kaski |
| 2013 | ICML | Scalable Optimization of Neighbor Embedding for Visualization. | Zhirong Yang, Jaakko Peltonen, Samuel Kaski |
| 2012 | ESANN | Sparse Nonparametric Topic Model for Transfer Learning. | Ali Faisal, Jussi Gillberg, Jaakko Peltonen, Gayle Leen, Samuel Kaski |
| 2011 | IJCAI | Efficient Planning for Factored Infinite-Horizon DEC-POMDPs. | Joni Pajarinen, Jaakko Peltonen |
| 2010 | ICASSP | An information retrieval perspective on visualization of gene expression data with ontological annotation. | Jaakko Peltonen, Helena Aidos, Nils Gehlenborg, Alvis Brazma, Samuel Kaski |
| 2009 | ICASSP | Supervised nonlinear dimensionality reduction by Neighbor Retrieval. | Jaakko Peltonen, Helena Aidos, Samuel Kaski |
| 2009 | PIMRC | Latent state models of primary user behavior for opportunistic spectrum access. | Joni Pajarinen, Jaakko Peltonen, Mikko A. Uusitalo, Ari Hottinen |
| 2004 | ICML | Sequential information bottleneck for finite data. | Jaakko Peltonen, Janne Sinkkonen, Samuel Kaski |
| 2003 | ICML | Informative Discriminant Analysis. | Samuel Kaski, Jaakko Peltonen |
| 2002 | ICANN | Learning More Accurate Metrics for Self-Organizing Maps. | Jaakko Peltonen, Arto Klami, Samuel Kaski |
| 2001 | DaWaK | Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics. | Samuel Kaski, Janne Sinkkonen, Jaakko Peltonen |