20162021
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Personal profile

Keywords

  • 113 Computer and information sciences

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

Publications 2016 2018

  • 3 Conference contribution
  • 2 Commissioned report
  • 2 Article

Learning Non-parametric Markov Networks with Mutual Information

Leppä-Aho, J., Räisänen, S., Yang, X. & Roos, T., 2018, Proceedings of the Ninth International Conference on Probabilistic Graphical Models. Kratochvíl, V. & Studený, M. (eds.). Vol. 72. p. 213-224 12 p. (Proceedings of Machine Learning Research; vol. 72).

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

Open Access

Minimax Optimal Bayes Mixtures for Memoryless Sources over Large Alphabets

Jääsaari, E., Leppä-Aho, J., Silander, T. & Roos, T., 2018, Proceedings of 29th International Conference on Algorithmic Learning Theory. Janoos, F., Mohri, M. & Sridharan, K. (eds.). Vol. 83. p. 470-488 (Proceedings of Machine Learning Research; vol. 83).

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

Open Access

Quotient Normalized Maximum Likelihood Criterion for Learning Bayesian Network Structures

Silander, T., Leppä-Aho, J., Jääsaari, E. & Roos, T., 2018, Proceedings of the 21st International Conference on Ar- ticial Intelligence and Statistics (AISTATS) 2018. Storkey, A. & Perez-Cruz, F. (eds.). PMLR, p. 948-957 10 p. (Proceedings of Machine Learning Research; vol. 84).

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

Open Access

Learning Gaussian graphical models with fractional marginal pseudo-likelihood

Leppä-Aho, J., Pensar, J., Roos, T. T. & Corander, J., 11 Jan 2017, In : International Journal of Approximate Reasoning. 83, p. 21-42 22 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Proceedings of the Tenth Workshop on Information Theoretic Methods in Science and Engineering

Jacquet, P. (ed.), Leppä-Aho, J. (ed.) & Roos, T. (ed.), 2017, Helsinki: Department of Computer Science, University of Helsinki. 43 p. (Series of Publications B; vol. B-2017-3)

Research output: Book/ReportCommissioned reportProfessional

Open Access

Projects 2017 2021

Activities 2015 2016

  • 2 Organisation and participation in conferences, workshops, courses, seminars
  • 1 Academic visit to other institution

The Ninth Workshop on Information Theoretic Methods in Science and Engineering (WITMSE 2016)

Janne Lauri Antero Leppä-Aho (Member of organizing committee)
19 Sep 201621 Sep 2016

Activity: Participating in or organising an event typesOrganisation and participation in conferences, workshops, courses, seminars

University of California, Berkeley

Janne Lauri Antero Leppä-Aho (Visiting researcher)
29 Sep 201522 Dec 2015

Activity: Visiting an external institution typesAcademic visit to other institution

DENIS Summer School on Deep Learning

Janne Lauri Antero Leppä-Aho (Attendee)
17 Aug 201519 Aug 2015

Activity: Participating in or organising an event typesOrganisation and participation in conferences, workshops, courses, seminars