• Aalto SCI Computer Science Konemiehentie 2

20142019

Research output per year

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Research Output

  • 5 Article
  • 4 Conference contribution
  • 1 Meeting Abstract

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
File
  • 86 Downloads (Pure)
  • Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching

    Yildiz, C., Heinonen, M., Intosalmi, J., Mannerström, H. & Lähdesmäki, H., 2018, IEEE International Workshop on Machine Learning for Signal Processing. IEEE, 6 p. 8516991

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

  • 3 Citations (Scopus)

    Learning unknown ODE models with Gaussian processes

    Heinonen, M., Yildiz, C., Mannerström, H., Intosalmi, J. & Lähdesmäki, H., 2018, Proceedings of the 35th International Conference on Machine Learning, ICML 2018. Vol. 5. p. 3120-3132 13 p. (Proceedings of Machine Learning Research; vol. 80).

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

    Open Access
    File
  • 1 Citation (Scopus)
    19 Downloads (Pure)

    A probabilistic generative model for quantification of DNA modifications enables analysis of demethylation pathways

    Äijö, T., Huang, Y., Mannerström, H., Chavez, L., Tsagaratou, A., Rao, A. & Lähdesmäki, H., 14 Mar 2016, In : GENOME BIOLOGY. 17, 1, p. 1-22 49.

    Research output: Contribution to journalArticleScientificpeer-review

    Open Access
    File
  • 11 Citations (Scopus)
    172 Downloads (Pure)

    Projects

    Quantifying molecular networks at single-cell level

    Lähdesmäki, H., Mannerström, H., Intosalmi, J., Somani, J., Tikhonov, G. & Gadd, C.

    01/09/201731/08/2021

    Project: Academy of Finland: Other research funding

    Tensor Learning for Biomedicine

    Lähdesmäki, H., Gadd, C., Iakovlev, V., Mannerström, H. & Tikhonov, G.

    01/01/201831/12/2019

    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

    • 1 Conference presentation

    Machine Learning in Computational Biology workshop

    Henrik Mannerström (Contributor)
    12 Dec 2015

    Activity: Talk or presentation typesConference presentation