Aki Vehtari
Tietotekniikan laitos

Aki Vehtari

Professori (Associate Professor)

Yhteystiedot

Postiosoite
Aalto SCI Computer Science Konemiehentie 2
Mobile phone
+358405333747
Full researcher profile
https://research.aalto.fi/...

Kuvaus

I'm co-leader of the Probabilistic Machine Learning Group at Aalto. We develop new methods for probabilistic modeling, Bayesian inference and machine learning. Our current focuses are in particular probabilistic programming, learning from multiple data sources, Bayesian model assessment and selection, approximate inference and information visualization. Our primary application areas are digital health and biology, neuroscience and user interaction.

I'm visiting professor at Technical University of Denmark (DTU), and I have a shared office at Columbia University in the City of New York. I'm member of development teams of Stan, ELFI, GPy and GPstuff.

Osaamisalueet

Bayesian modeling Statistical analysis Epidemiology Brain signal analysis Machine learning

Palkinnot

Palkinto tai huomionosoitus tuotoksesta
Tietotekniikan laitos
Jun 2016

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

Sijoittuminen kilpailussa tai osallistuminen kutsukilpailuun
Tietotekniikan laitos
Jan 2004

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

Tutkimusryhmät

Professorship Vehtari A., Professori (Associate Professor)
Helsinki Institute for Information Technology HIIT, Professori (Associate Professor)
Probabilistic Machine Learning, Professori (Associate Professor)

Julkaisut

Probabilistic Machine Learning, Professorship Vehtari A., Tietotekniikan laitos, Helsinki Institute for Information Technology HIIT, Multiscale Statistical Physics, Teknillisen fysiikan laitos
Publishing year: 2020 Journal of Chemical Theory and Computation
Laskennallinen päättely COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, School services, SCI, Tietotekniikan laitos, Professorship Vehtari A., Finnish Center for Artificial Intelligence
Publishing year: 2019 Submitted
Professorship Vehtari A., Tietotekniikan laitos, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT
Publishing year: 2019 Computational Statistics
Professorship Vehtari A., Tietotekniikan laitos, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT
Publishing year: 2019 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS
Tietotekniikan laitos, Molekylaarinen systeemi-immunologia ja fysiologia, Symmys, Professorship Lähdesmäki H., Laskennallinen päättely COIN, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Vehtari A.
Publishing year: 2019 Nature Communications
Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Vehtari A., Tietotekniikan laitos
Publishing year: 2019 Journal of the Royal Statistical Society. Series A: Statistics in Society
Tietotekniikan laitos, Professorship Vehtari A., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning
Publishing year: 2019 AMERICAN STATISTICIAN
Teknillisen fysiikan laitos, Computational Electronic Structure Theory, Probabilistic Machine Learning, Professorship Vehtari A., Tietotekniikan laitos, Helsinki Institute for Information Technology HIIT
Publishing year: 2019 Advanced Science
Laskennallinen päättely COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, School services, SCI, Tietotekniikan laitos, Professorship Vehtari A., Professorship Marttinen P.
Publishing year: 2019 Submitted
Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Laskennallinen päättely COIN, Tietotekniikan laitos, Professorship Vehtari A., Professorship Marttinen P.
Publishing year: 2019 Bayesian Analysis