Jaakko Peltonen

ORCID

Publication Activity (10 Years)

Years Active: 2001-2023
Publications (10 Years): 54

Top Venues

CoRR

IUI

IEEE Trans. Vis. Comput. Graph.

AAAI

Helsinki University of Technology, Finland (PHD)

Education History

Helsinki University of Technology, Finland

PHD

Publications

Jaakko Peltonen, Wen Xu, Timo Nummenmaa, Jyrki Nummenmaa
Fair Neighbor Embedding. ICML (2023)
Jalmari Tuominen, Eetu Pulkkinen, Jaakko Peltonen, Juho Kanniainen, Niku Oksala, Ari Palomäki, Antti Roine
Forecasting Emergency Department Crowding with Advanced Machine Learning Models and Multivariable Input. CoRR (2023)
Stef van den Elzen, Gennady L. Andrienko, Natalia V. Andrienko, Brian D. Fisher, Rafael Messias Martins, Jaakko Peltonen, Alexandru C. Telea, Michel Verleysen
The Flow of Trust: A Visualization Framework to Externalize, Explore, and Explain Trust in ML Applications. IEEE Computer Graphics and Applications 43 (2) (2023)
Mykola Andrushchenko, Kirsi Sandberg, Risto Turunen, Jani Marjanen, Mari Hatavara, Jussi Kurunmäki, Timo Nummenmaa, Matti Hyvärinen, Kari Teräs, Jaakko Peltonen, Jyrki Nummenmaa
Using parsed and annotated corpora to analyze parliamentarians' talk in Finland. J. Assoc. Inf. Sci. Technol. 73 (2) (2022)
Sorina Mustatea, Michaël Aupetit, Jaakko Peltonen, Sylvain Lespinats, Denys Dutykh
Supervised dimensionality reduction technique accounting for soft classes. ESANN (2022)
Kirsi Sandberg, Mykola Andrushchenko, Risto Turunen, Jani Marjanen, Jussi Kurunmäki, Jaakko Peltonen, Timo Nummenmaa, Jyrki Nummenmaa
Analyzing Temporalities in Parliamentary Speech about Ideologies Using Dependency Parsed Data. DHNB (2022)
Jalmari Tuominen, Francesco Lomio, Niku Oksala, Ari Palomäki, Jaakko Peltonen, Heikki Huttunen, Antti Roine
Forecasting daily emergency department arrivals using high-dimensional multivariate data: a feature selection approach. BMC Medical Informatics Decis. Mak. 22 (1) (2022)
Markus Wallinger, Daniel Archambault, David Auber, Martin Nöllenburg, Jaakko Peltonen
Edge-Path Bundling: A Less Ambiguous Edge Bundling Approach. IEEE Trans. Vis. Comput. Graph. 28 (1) (2022)
Soeren Nickel, Max Sondag, Wouter Meulemans, Stephen G. Kobourov, Jaakko Peltonen, Martin Nöllenburg
Multicriteria Optimization for Dynamic Demers Cartograms. IEEE Trans. Vis. Comput. Graph. 28 (6) (2022)
Chien Lu, Jaakko Peltonen
Gaussian Copula Embeddings. NeurIPS (2022)
Chien Lu, Giacomo Lauritano, Jaakko Peltonen
CryptoKitties vs. Axie Infinity: Computational Analysis of NFT Game Reddit Discussions. ArtsIT (2022)
Chien Lu, Jaakko Peltonen, Timo Nummenmaa, Jyrki Nummenmaa
Nonparametric exponential family graph embeddings for multiple representation learning. UAI (2022)
Chien Lu, Lobna Hassan, Oguz Turan Buruk, Timo Nummenmaa, Jaakko Peltonen
"Switch" up your exercise: An empirical analysis of online user discussion of the Ring Fit Adventure exergame. GamiFIN (2021)
Jonathan Strahl, Jaakko Peltonen, Patrik Floréen
Directing and Combining Multiple Queries for Exploratory Search by Visual Interactive Intent Modeling. INTERACT (3) (2021)
Emma Beauxis-Aussalet, Michael Behrisch, Rita Borgo, Duen Horng Chau, Christopher Collins, David S. Ebert, Mennatallah El-Assady, Alex Endert, Daniel A. Keim, Jörn Kohlhammer, Daniela Oelke, Jaakko Peltonen, Maria Riveiro, Tobias Schreck, Hendrik Strobelt, Jarke J. van Wijk, Theresa-Marie Rhyne
The Role of Interactive Visualization in Fostering Trust in AI. IEEE Computer Graphics and Applications 41 (6) (2021)
Markus Wallinger, Daniel Archambault, David Auber, Martin Nöllenburg, Jaakko Peltonen
Edge-Path Bundling: A Less Ambiguous Edge Bundling Approach. CoRR (2021)
Chien Lu, Jaakko Peltonen, Timo Nummenmaa, Jyrki Nummenmaa, Kalervo Jäarvelin
Cross-structural Factor-topic Model: Document Analysis with Sophisticated Covariates. ACML (2021)
Chien Lu, Jaakko Peltonen, Timo Nummenmaa, Xiaozhou Li, Zheying Zhang
What makes a trophy hunter? An empirical analysis of Reddit discussions. GamiFIN (2020)
Chien Lu, Jaakko Peltonen, Jyrki Nummenmaa, Kalervo Järvelin
Probabilistic Dynamic Non-negative Group Factor Model for Multi-source Text Mining. CIKM (2020)
Chien Lu, Jaakko Peltonen
Enhancing Nearest Neighbor Based Entropy Estimator for High Dimensional Distributions via Bootstrapping Local Ellipsoid. AAAI (2020)
Benoît Colange, Jaakko Peltonen, Michaël Aupetit, Denys Dutykh, Sylvain Lespinats
Steering Distortions to Preserve Classes and Neighbors in Supervised Dimensionality Reduction. NeurIPS (2020)
Chien Lu, Elina Koskinen, Dale Leorke, Timo Nummenmaa, Jaakko Peltonen
The World Is Your Playground: A Bibliometric and Text Mining Analysis of Location-Based Game Research. ArtsIT (2020)
Jonathan Strahl, Jaakko Peltonen, Hiroshi Mamitsuka, Samuel Kaski
Scalable Probabilistic Matrix Factorization with Graph-Based Priors. AAAI (2020)
Miikka Lehtonen, Chien Lu, Timo Nummenmaa, Jaakko Peltonen
Adoption of Requirements Engineering Methods in Game Development: A Literature and Postmortem Analysis. ArtsIT/DLI (2019)
Jonathan Strahl, Jaakko Peltonen, Hiroshi Mamitsuka, Samuel Kaski
Scalable Probabilistic Matrix Factorization with Graph-Based Priors. CoRR (2019)
Chien Lu, Jaakko Peltonen, Timo Nummenmaa
Game postmortems vs. developer Reddit AMAs: computational analysis of developer communication. FDG (2019)
Soeren Nickel, Max Sondag, Wouter Meulemans, Markus Chimani, Stephen G. Kobourov, Jaakko Peltonen, Martin Nöllenburg
Computing Stable Demers Cartograms. Graph Drawing (2019)
Soeren Nickel, Max Sondag, Wouter Meulemans, Markus Chimani, Stephen G. Kobourov, Jaakko Peltonen, Martin Nöllenburg
Computing Stable Demers Cartograms. CoRR (2019)
Xiaozhou Li, Chien Lu, Jaakko Peltonen, Zheying Zhang
A statistical analysis of Steam user profiles towards personalized gamification. GamiFIN (2019)
Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Patrik Floréen, Petri Myllymäki, Giulio Jacucci, Samuel Kaski
Interactive Intent Modeling for Exploratory Search. ACM Trans. Inf. Syst. 36 (4) (2018)
Md. Hijbul Alam, Jaakko Peltonen, Jyrki Nummenmaa, Kalervo Järvelin
Tree-Structured Hierarchical Dirichlet Process. DCAI (Special Sessions) (2018)
Elizaveta Zimina, Jyrki Nummenmaa, Kalervo Järvelin, Jaakko Peltonen, Kostas Stefanidis, Heikki Hyyrö
GQA: Grammatical Question Answering for RDF Data. SemWebEval@ESWC (2018)
Md. Hijbul Alam, Jaakko Peltonen, Jyrki Nummenmaa, Kalervo Järvelin
Author Tree-Structured Hierarchical Dirichlet Process. DS (2018)
Stevan Rudinac, Tat-Seng Chua, Nicolás E. Díaz Ferreyra, Gerald Friedland, Tatjana Gornostaja, Benoit Huet, Rianne Kaptein, Krister Lindén, Marie-Francine Moens, Jaakko Peltonen, Miriam Redi, Markus Schedl, David A. Shamma, Alan F. Smeaton, Lexing Xie
Rethinking Summarization and Storytelling for Modern Social Multimedia. MMM (1) (2018)
Jaakko Peltonen, Ziyuan Lin, Kalervo Järvelin, Jyrki Nummenmaa
PIHVI: Online Forum Posting Analysis with Interactive Hierarchical Visualisation. IUI Workshops (2018)
Jaakko Peltonen, Jonathan Strahl, Patrik Floréen
Negative Relevance Feedback for Exploratory Search with Visual Interactive Intent Modeling. IUI (2017)
Jaakko Peltonen, Kseniia Belorustceva, Tuukka Ruotsalo
Topic-Relevance Map: Visualization for Improving Search Result Comprehension. IUI (2017)
Kumaripaba Athukorala, Luana Micallef, Chao An, Aki Reijonen, Jaakko Peltonen, Tuukka Ruotsalo, Giulio Jacucci
Visualizing activity traces to support collaborative literature searching. VINCI (2017)
Jaakko Peltonen, Kseniia Belorustceva, Tuukka Ruotsalo
Improving Search Result Comprehension by Topic-Relevance Map Visualization. IUI Companion (2017)
Dominik Sacha, Michael Sedlmair, Leishi Zhang, John Aldo Lee, Jaakko Peltonen, Daniel Weiskopf, Stephen C. North, Daniel A. Keim
What you see is what you can change: Human-centered machine learning by interactive visualization. Neurocomputing 268 (2017)
Jaakko Peltonen, Ziyuan Lin
Parallel Coordinate Plots for Neighbor Retrieval. VISIGRAPP (3: IVAPP) (2017)
Ziyuan Lin, Jaakko Peltonen
An Information Retrieval Approach for Finding Dependent Subspaces of Multiple Views. MLDM (2017)
Dominik Sacha, Leishi Zhang, Michael Sedlmair, John Aldo Lee, Jaakko Peltonen, Daniel Weiskopf, Stephen C. North, Daniel A. Keim
Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis. IEEE Trans. Vis. Comput. Graph. 23 (1) (2017)
Tat-Seng Chua, Norbert Fuhr, Gregory Grefenstette, Kalervo Järvelin, Jaakko Peltonen
User-Generated Content in Social Media (Dagstuhl Seminar 17301). Dagstuhl Reports 7 (7) (2017)
Mats Sjöberg, Hung-Han Chen, Patrik Floréen, Markus Koskela, Kai Kuikkaniemi, Tuukka Lehtiniemi, Jaakko Peltonen
Digital Me: Controlling and Making Sense of My Digital Footprint. Symbiotic (2016)
Jaakko Peltonen, Ziyuan Lin
Peacock Bundles: Bundle Coloring for Graphs with Globality-Locality Trade-off. CoRR (2016)
Hamed Rezazadegan Tavakoli, Hanieh Poostchi, Jaakko Peltonen, Jorma Laaksonen, Samuel Kaski
Preliminary Studies on Personalized Preference Prediction from Gaze in Comparing Visualizations. ISVC (2) (2016)
Jaakko Peltonen, Ziyuan Lin
Peacock Bundles: Bundle Coloring for Graphs with Globality-Locality Trade-Off. Graph Drawing (2016)
Ziyuan Lin, Jaakko Peltonen
An Information Retrieval Approach to Finding Dependent Subspaces of Multiple Views. CoRR (2015)
Chirayu Wongchokprasitti, Jaakko Peltonen, Tuukka Ruotsalo, Payel Bandyopadhyay, Giulio Jacucci, Peter Brusilovsky
User Model in a Box: Cross-System User Model Transfer for Resolving Cold Start Problems. UMAP (2015)
Jaakko Peltonen, Ziyuan Lin
Information retrieval approach to meta-visualization. Mach. Learn. 99 (2) (2015)
Salvatore Andolina, Khalil Klouche, Jaakko Peltonen, Mohammad E. Hoque, Tuukka Ruotsalo, Diogo Cabral, Arto Klami, Dorota Glowacka, Patrik Floréen, Giulio Jacucci
IntentStreams: Smart Parallel Search Streams for Branching Exploratory Search. IUI (2015)
Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Aki Reijonen, Giulio Jacucci, Petri Myllymäki, Samuel Kaski
SciNet: Interactive Intent Modeling for Information Discovery. SIGIR (2015)
Zhirong Yang, Jaakko Peltonen, Samuel Kaski
Majorization-Minimization for Manifold Embedding. AISTATS (2015)
Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Aki Reijonen, Giulio Jacucci, Petri Myllymäki, Samuel Kaski
Intentradar: search user interface that anticipates user's search intents. CHI Extended Abstracts (2014)
Joni Pajarinen, Ari Hottinen, Jaakko Peltonen
Optimizing Spatial and Temporal Reuse inWireless Networks by Decentralized Partially Observable Markov Decision Processes. IEEE Trans. Mob. Comput. 13 (4) (2014)
Zhirong Yang, Jaakko Peltonen, Samuel Kaski
Optimization Equivalence of Divergences Improves Neighbor Embedding. ICML (2014)
Kerstin Bunte, Matti Järvisalo, Jeremias Berg, Petri Myllymäki, Jaakko Peltonen, Samuel Kaski
Optimal Neighborhood Preserving Visualization by Maximum Satisfiability. AAAI (2014)
Jaakko Peltonen, Ziyuan Lin
Multiplicative update for fast optimization of information retrieval based neighbor embedding. MLSP (2013)
Jaakko Peltonen, Max Sandholm, Samuel Kaski
Information Retrieval Perspective to Interactive Data Visualization. EuroVis (Short Papers) (2013)
Tuukka Ruotsalo, Jaakko Peltonen, Manuel J. A. Eugster, Dorota Glowacka, Ksenia Konyushkova, Kumaripaba Athukorala, Ilkka Kosunen, Aki Reijonen, Petri Myllymäki, Giulio Jacucci, Samuel Kaski
Directing exploratory search with interactive intent modeling. CIKM (2013)
Joni Pajarinen, Jaakko Peltonen
Expectation Maximization for Average Reward Decentralized POMDPs. ECML/PKDD (1) (2013)
Jaakko Peltonen, Ziyuan Lin
Information Retrieval Perspective to Meta-visualization. ACML (2013)
Zhirong Yang, Jaakko Peltonen, Samuel Kaski
Scalable Optimization of Neighbor Embedding for Visualization. ICML (2) (2013)
Ali Faisal, Jussi Gillberg, Gayle Leen, Jaakko Peltonen
Transfer learning using a nonparametric sparse topic model. Neurocomputing 112 (2013)
Jaakko Peltonen, Tapani Raiko, Samuel Kaski
Machine learning for signal processing 2010. Neurocomputing 80 (2012)
Gayle Leen, Jaakko Peltonen, Samuel Kaski
Focused multi-task learning in a Gaussian process framework. Mach. Learn. 89 (1-2) (2012)
Jaakko Peltonen, Konstantinos Georgatzis
Efficient optimization for data visualization as an information retrieval task. MLSP (2012)
Ali Faisal, Jussi Gillberg, Jaakko Peltonen, Gayle Leen, Samuel Kaski
Sparse Nonparametric Topic Model for Transfer Learning. ESANN (2012)
Joni Pajarinen, Jaakko Peltonen
Efficient Planning for Factored Infinite-Horizon DEC-POMDPs. IJCAI (2011)
Samuel Kaski, Jaakko Peltonen
Dimensionality Reduction for Data Visualization [Applications Corner]. IEEE Signal Process. Mag. 28 (2) (2011)
Jaakko Peltonen, Samuel Kaski
Generative Modeling for Maximizing Precision and Recall in Information Visualization. AISTATS (2011)
Gayle Leen, Jaakko Peltonen, Samuel Kaski
Focused Multi-task Learning Using Gaussian Processes. ECML/PKDD (2) (2011)
Joni Pajarinen, Jaakko Peltonen, Mikko A. Uusitalo
Fault tolerant machine learning for nanoscale cognitive radio. Neurocomputing 74 (5) (2011)
Joni Pajarinen, Jaakko Peltonen
Periodic Finite State Controllers for Efficient POMDP and DEC-POMDP Planning. NIPS (2011)
Jarkko Venna, Jaakko Peltonen, Kristian Nybo, Helena Aidos, Samuel Kaski
Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization. J. Mach. Learn. Res. 11 (2010)
Joni Pajarinen, Jaakko Peltonen, Ari Hottinen, Mikko A. Uusitalo
Efficient Planning in Large POMDPs through Policy Graph Based Factorized Approximations. ECML/PKDD (3) (2010)
Jaakko Peltonen, Helena Aidos, Nils Gehlenborg, Alvis Brazma, Samuel Kaski
An information retrieval perspective on visualization of gene expression data with ontological annotation. ICASSP (2010)
Jaakko Peltonen, Yusuf Yaslan, Samuel Kaski
Relevant subtask learning by constrained mixture models. Intell. Data Anal. 14 (6) (2010)
Juuso A. Parkkinen, Kristian Nybo, Jaakko Peltonen, Samuel Kaski
Graph visualization with latent variable models. MLG@KDD (2010)
Jaakko Peltonen
Visualization by Linear Projections as Information Retrieval. WSOM (2009)
Jaakko Peltonen, Helena Aidos, Samuel Kaski
Supervised nonlinear dimensionality reduction by Neighbor Retrieval. ICASSP (2009)
Jaakko Peltonen, Jarkko Venna, Samuel Kaski
Visualizations for assessing convergence and mixing of Markov chain Monte Carlo simulations. Comput. Stat. Data Anal. 53 (12) (2009)
Joni Pajarinen, Jaakko Peltonen, Mikko A. Uusitalo, Ari Hottinen
Latent state models of primary user behavior for opportunistic spectrum access. PIMRC (2009)
Merja Oja, Jaakko Peltonen, Jonas Blomberg, Samuel Kaski
Methods for estimating human endogenous retrovirus activities from EST databases. BMC Bioinform. 8 (S-2) (2007)
Samuel Kaski, Jaakko Peltonen
Learning from Relevant Tasks Only. ECML (2007)
Jaakko Peltonen, Samuel Kaski
Discriminative components of data. IEEE Trans. Neural Networks 16 (1) (2005)
Jaakko Peltonen, Janne Sinkkonen, Samuel Kaski
Sequential information bottleneck for finite data. ICML (2004)
Jaakko Peltonen, Arto Klami, Samuel Kaski
Improved learning of Riemannian metrics for exploratory analysis. Neural Networks 17 (8-9) (2004)
Jaakko Peltonen, Mark Ollila, Timo Ojala
TimeMachine Oulu - Dynamic Creation of Cultural-Spatio-Temporal Models as a Mobile Service. Mobile HCI (2003)
Jarkko Venna, Samuel Kaski, Jaakko Peltonen
Visualizations for Assessing Convergence and Mixing of MCMC. ECML (2003)
Samuel Kaski, Jaakko Peltonen
Informative Discriminant Analysis. ICML (2003)
Jaakko Peltonen, Arto Klami, Samuel Kaski
Learning More Accurate Metrics for Self-Organizing Maps. ICANN (2002)
Samuel Kaski, Janne Sinkkonen, Jaakko Peltonen
Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics. DaWaK (2001)
Samuel Kaski, Janne Sinkkonen, Jaakko Peltonen
Bankruptcy analysis with self-organizing maps in learning metrics. IEEE Trans. Neural Networks 12 (4) (2001)

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Publication Activity (10 Years)

Top Topics

Top Venues

Jaakko Peltonen