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Personal profile

Description of research and teaching

Research:

  • Machine learning and Estimation theory
  • Natural image statistics
  • Computational Neuroscience

Teaching:

  • Unsupervised machine learning

Fields of Science

  • 112 Statistics and probability
  • Neuroscience
  • Natural images

International and National Collaboration Publications and projects within past five years.

Publications 2005 2019

  • 14 Conference contribution
  • 14 Article
  • 2 Conference article

Bayesian inference of atomistic structure in functional materials

Todorovic, M., Gutmann, M. U., Corander, J. & Rinke, P., 18 Mar 2019, In : Npj computational materials. 5, 7 p., 35.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Fundamentals and Recent Developments in Approximate Bayesian Computation

Lintusaari, J., Gutmann, M. U., Dutta, R., Kaski, S. & Corander, J., Jan 2017, In : Systematic Biology. 66, 1, p. E66-E82 17 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access

Simultaneous Estimation of Nongaussian Components and Their Correlation Structure

Sasaki, H., Gutmann, M. U., Shouno, H. & Hyvärinen, A., Nov 2017, In : Neural Computation. 29, 11, p. 2887-2924 38 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models

Gutmann, M. U. & Corander, J., Aug 2016, In : Journal of Machine Learning Research. 17, 47 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

On the Identifiability of Transmission Dynamic Models for Infectious Diseases

Lintusaari, J., Gutmann, M. U., Kaski, S. & Corander, J., Mar 2016, In : Genetics. 202, 3, p. 911-918 8 p.

Research output: Contribution to journalArticleScientificpeer-review

Activities 2011 2011

  • 1 Member of doctoral thesis committee / follow-up group
  • 1 Academic visit to other institution

PhD committee member

Michael Urs Gutmann (Member of thesis committee / follow-up group)
19 Sep 2011

Activity: Examination typesMember of doctoral thesis committee / follow-up group

University of Valencia

Michael Urs Gutmann (Visiting researcher)
18 Sep 201123 Sep 2011

Activity: Visiting an external institution typesAcademic visit to other institution

Press / Media