Probabilistic Machine Learning

Network Recent external collaboration on country level. Dive into details by clicking on the dots.

Profiles

No photo of Tianyu Cui

Tianyu Cui

Person: Doctoral students, Doctoral studies

20172017
Photo of Pedram Daee
20132020
No photo of Akash Dhaka

Akash Dhaka

Person: Doctoral students, Doctoral studies

20162018

Research Output

Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation

Järvenpää, M., Vehtari, A. & Marttinen, P., 2020, (Accepted/In press) Conference on Uncertainty in Artificial Intelligence (UAI 2020).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Deep Convolutional Gaussian Processes

Blomqvist, K., Kaski, S. & Heinonen, M., 1 Jan 2020, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Proceedings. Brefeld, U., Fromont, E., Hotho, A., Knobbe, A., Maathuis, M. & Robardet, C. (eds.). SPRINGER , p. 582-597 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11907 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  • Expectation Propagation as a Way of Life: A Framework for Bayesian Inference on Partitioned Data

    Vehtari, A., Gelman, A., Sivula, T., Jylanki, P., Tran, D., Sahai, S., Blomstedt, P., Cunningham, J. P., Schiminovich, D. & Robert, C. P., 2020, In : Journal of Machine Learning Research. 21, p. 1-53 53 p.

    Research output: Contribution to journalArticleScientificpeer-review

    Open Access
    File

    Prizes

    Aalto SCI Award 2018 for Innovation of the year

    Samuel Kaski (Recipient), 2018

    Prize: Award or honor granted for a specific work

    Academy Professor

    Samuel Kaski (Recipient), 2016

    Prize: Award or honor granted for academic career

    Best Student Paper

    Hiroshi Mamitsuka (Recipient), 5 Dec 2018

    Prize: Award or honor granted for a specific work

  • Activities

    Data analysis with humans

    Samuel Kaski (Speaker)
    2020

    Activity: Talk or presentation typesPublic or invited talk

    FCAI

    Samuel Kaski (Speaker)
    25 Oct 2019

    Activity: Talk or presentation typesPublic or invited talk

    The Past, the Present and the Future of Visual Analytics

    Samuel Kaski (Speaker)
    3 Jun 2019

    Activity: Talk or presentation typesConference presentation