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Personal profile

Education/Academic qualification

Doctor of Philosophy

Fingerprint Dive into the research topics where Markus Heinonen is active. These topic labels come from the works of this person. Together they form a unique fingerprint.

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Research Output

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

  • Learning spectrograms with convolutional spectral kernels

    Shen, Z., Heinonen, M. & Kaski, S., 2020, (Accepted/In press) The 23rd International Conference on Artificial Intelligence and Statistic. (Proceedings of Machine Learning Research).

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

    Likelihood-Free Inference with Deep Gaussian Processes

    Aushev, A., Pesonen, H., Heinonen, M., Corander, J. & Kaski, S., 18 Jun 2020, (Submitted).

    Research output: Contribution to conferencePaperScientific

  • Bayesian metabolic flux analysis reveals intracellular flux couplings

    Heinonen, M., Osmala, M., Mannerström, H., Wallenius, J., Kaski, S., Rousu, J. & Lähdesmäki, H., 15 Jul 2019, In : Bioinformatics. 35, 14, p. i548-i557 btz315.

    Research output: Contribution to journalArticleScientificpeer-review

    Open Access
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    Deep convolutional Gaussian process

    Blomqvist, K., Kaski, S. & Heinonen, M., 2019, (Accepted/In press) Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases.

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

    Open Access
  • Projects

    Research and Collaboration Agreement

    Kaski, S., Moein, M., Qin, X. & Heinonen, M.

    01/10/201831/12/2020

    Project: Corporate foreign

    Heinonen Markus/AT kulut

    Heinonen, M.

    01/09/202031/08/2023

    Project: Academy of Finland: Other research funding

    Deep learning with differential equations

    Heinonen, M.

    01/09/202031/08/2025

    Project: Academy of Finland: Other research funding

    Next-generation statistical learning for synthetic enzyme engineering

    Heinonen, M.

    01/09/201624/09/2019

    Project: Academy of Finland: Other research funding

    LiF / Rousu

    Rousu, J., Jokinen, E., Mannerström, H., Mapar, P., Heinonen, M. & Szedmak, S.

    01/08/201431/12/2017

    Project: Business Finland: Other research funding

    Activities

    • 3 Visit abroad

    University of California at San Francisco

    Markus Heinonen (Visiting researcher)
    9 Jan 201724 Feb 2017

    Activity: Visiting an external institution typesVisit abroad

    University of California at San Francisco

    Markus Heinonen (Visiting researcher)
    31 Jul 201725 Aug 2017

    Activity: Visiting an external institution typesVisit abroad

    Telecom Paris Tech, Paris

    Markus Heinonen (Visiting researcher)
    1 Jan 201330 Dec 2014

    Activity: Visiting an external institution typesVisit abroad