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Aki Vehtari

Professor
Professor
T313 Dept. Computer Science

I work on the integration of computer science and Bayesian statistics, making fundamental contributions Bayesian workflow, probabilistic programming, inference methods such as Laplace, EP, VB, MC, inference and model diagnostics, model assessment and selection, Gaussian processes, and hierarchical models.

Full researcher profile
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aki.vehtari@aalto.fi
Puhelinnumero
+358405333747

Osaamisalueet

Bayesian computational modeling, Bayesian workflow

Palkinnot

Youden Award in Interlaboratory Testing from the American Statistical Association

Youden Award in Interlaboratory Testing from the American Statistical Association awarded to paper Sebastian Weber, Andrew Gelman, Daniel Lee, Michael Betancourt, Aki Vehtari, and Amy Racine-Poon (2018). Bayesian aggregation of average data: An application in drug development. Annals of Applied Statistics, 12(3):1583-1604.
Award or honor granted for a specific work Department of Computer Science Jan 2020

Member of the winning team (Särkkä, Vehtari & Lampinen) in Time Series Prediction Competition - The CATS Benchmark 2004

Invitation or ranking in competition Department of Computer Science Jan 2004

2016 De Groot Prize

The DeGroot Prize, in honor of Morris H ("Morrie" DeGroot, is awarded to the author or authors of an outstanding published book in Statistical Science
Award or honor granted for a specific work Department of Computer Science Jun 2016

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  • Computer Science Professors, Professor
  • Computer Science - Artificial Intelligence and Machine Learning (AIML) - Research area, Professor
  • Probabilistic Machine Learning, Professor
  • Professorship Vehtari Aki, Professor
  • Helsinki Institute for Information Technology (HIIT), Professor

Julkaisut

Guangzhao Cheng, Aki Vehtari, Lu Cheng 2025 eLife

Kunal Ghosh, Milica Todorovic, Aki Vehtari, Patrick Rinke 2025 Journal of Chemical Physics

Måns Magnusson, Jakob Torgander, Paul Christian Bürkner, Lu Zhang, Bob Carpenter, Aki Vehtari 2025 Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS) 2025

Yann McLatchie, Sölvi Rögnvaldsson, Frank Weber, Aki Vehtari 2025 Statistical Science

Sh Salimi, A. Vehtari, M. Salive, M. Kaeberlein, D. Raftery, L. Ferrucci 2025 Nature Communications

Christopher Tosh, Philip Greengard, Ben Goodrich, Andrew Gelman, Aki Vehtari, Daniel Hsu 2025 Notices of the American Mathematical Society

Alex Cooper, Aki Vehtari, Catherine Forbes, Dan Simpson, Lauren Kennedy 2024 STATISTICS AND COMPUTING

Alex Cooper, Dan Simpson, Lauren Kennedy, Catherine Forbes, Aki Vehtari 2024 Bayesian Analysis

Andrew Gelman, Aki Vehtari 2024

Noa Kallioinen, Topi Paananen, Paul Christian Bürkner, Aki Vehtari 2024 STATISTICS AND COMPUTING