Probabilistic Machine Learning

UN Sustainable Development Goals

In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. Our work contributes towards the following SDG(s):

Izhar Alonzo Matamoros
- School common, SCI
- Probabilistic Machine Learning - Doctoral candidate
- Professorship Vehtari Aki - Doctoral candidate
Person: Doctoral students, Doctoral studies
20192019
Alexander Aushev
- School common, SCI
- Probabilistic Machine Learning - Doctoral candidate
- Professorship Kaski Samuel - Doctoral candidate
- Department of Computer Science - Contingent Worker
Person: Doctoral students, Doctoral studies, Visiting Scholar
20162022
Ayush Bharti
- Department of Computer Science - Postdoctoral Researcher
- Probabilistic Machine Learning - Postdoctoral Researcher
- Professorship Kaski Samuel - Postdoctoral Researcher
Person: Postdoctoral researchers
20192022

ABC of the future
Pesonen, H., Simola, U., Köhn-Luque, A., Vuollekoski, H., Lai, X., Frigessi, A., Kaski, S., Frazier, D. T., Maneesoonthorn, W., Martin, G. M. & Corander, J., 17 Oct 2022, (E-pub ahead of print) In: INTERNATIONAL STATISTICAL REVIEW.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
Accounting for stellar activity signals in radial-velocity data by using change point detection techniques star
Simola, U., Bonfanti, A., Dumusque, X., Cisewski-Kehe, J., Kaski, S. & Corander, J., 23 Aug 2022, In: Astronomy & Astrophysics. 664, p. 1-29 29 p., 127.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
File
1 Downloads (Pure)
A Deep Learning Approach to Solving Morphological Analogies
Marquer, E., Alsaidi, S., Decker, A., Murena, P. A. & Couceiro, M., 2022, Case-Based Reasoning Research and Development - 30th International Conference, ICCBR 2022, Proceedings. Keane, M. T. & Wiratunga, N. (eds.). p. 159-174 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13405 LNAI).
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

jlintusaari/tb-model: Publication
Lintusaari, J. (Creator), 2019
DOI: 10.5281/zenodo.2540932, https://zenodo.org/record/2540933
Dataset
Code and data for a Bayesian model for bacterial colonization (BaeMBac)
Järvenpää, M. (Creator), 2019
https://github.com/mjarvenpaa/bacterial-colonization-model
Dataset
Connectomes of phase-synchronization generated by Wilson-Cowan network model
Williams, N. (Contributor), Toselli, B. (Creator), Siebenhühner, F. (Contributor), Palva, S. (Creator), Arnulfo, G. (Creator), Kaski, S. (Contributor) & Palva, M. (Contributor), Mendeley Data, 6 Aug 2021
DOI: 10.17632/bgs7w9z24h.2, https://data.mendeley.com/datasets/bgs7w9z24h
Dataset

Aalto SCI Award 2018 for Innovation of the year
Kaski, Samuel (Recipient), 2018
Prize: Award or honor granted for a specific work
Academy Professor
Kaski, Samuel (Recipient), 2016
Prize: Award or honor granted for academic or artistic career
Best Student Paper
Mamitsuka, Hiroshi (Recipient), 5 Dec 2018
Prize: Award or honor granted for a specific work

GPs for non-Gaussian likelihoods
Ti John (Speaker)
13 Sep 2022
Activity: Talk or presentation types › Invited academic talk
Gaussian processes for non-Gaussian likelihoods
Ti John (Speaker)
10 Jan 2022
Activity: Talk or presentation types › Invited academic talk
Journal of Machine Learning Research (Journal)
Ti John (Reviewer)
2022
Activity: Publication peer-review and editorial work types › Reviewer of scientific journal

Aalto University School of Science and Technology Researchers Focus on Neuroscience (The relationship between electrophysiological and hemodynamic measures of neural activity varies across picture naming tasks: A multimodal ...)
Riitta Salmelin & Samuel Kaski
17/11/2022
1 item of Media coverage
Press/Media: Media appearance
Strengthening nonparametric Bayesian methods with structured kernels
Markus Heinonen & Samuel Kaski
09/11/2022
1 item of Media coverage
Press/Media: Media appearance
Award-winning teams work together
Samuel Kaski
04/10/2022
1 item of Media coverage
Press/Media: Media appearance

Probabilistic Machine Learning

UN Sustainable Development Goals

Network

Dive into details

Izhar Alonzo Matamoros

Alexander Aushev

Ayush Bharti

ABC of the future

Accounting for stellar activity signals in radial-velocity data by using change point detection techniques star

A Deep Learning Approach to Solving Morphological Analogies

jlintusaari/tb-model: Publication

Code and data for a Bayesian model for bacterial colonization (BaeMBac)

Connectomes of phase-synchronization generated by Wilson-Cowan network model

Aalto SCI Award 2018 for Innovation of the year

Academy Professor

Best Student Paper

GPs for non-Gaussian likelihoods

Gaussian processes for non-Gaussian likelihoods

Journal of Machine Learning Research (Journal)

Aalto University School of Science and Technology Researchers Focus on Neuroscience (The relationship between electrophysiological and hemodynamic measures of neural activity varies across picture naming tasks: A multimodal ...)

Strengthening nonparametric Bayesian methods with structured kernels

Award-winning teams work together

Probabilistic Machine Learning

UN Sustainable Development Goals

Network

Profiles

Research output

Datasets

Prizes

Activities

Press / Media