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Research Output

Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation

Järvenpää, M., Vehtari, A. & Marttinen, P., 2020, (Accepted/In press) Conference on Uncertainty in Artificial Intelligence (UAI 2020).

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

Parallel Gaussian process surrogate Bayesian inference with noisy likelihood evaluations

Järvenpää, M., Gutmann, M., Vehtari, A. & Marttinen, P., Feb 2020, (Accepted/In press) In : Bayesian Analysis.

Research output: Contribution to journalArticleScientificpeer-review

  • A Bayesian model of acquisition and clearance of bacterial colonization incorporating within-host variation

    Järvenpää, M., Sater, M. R. A., Lagoudas, G. K., Blainey, P. C., Miller, L. G., McKinnell, J. A., Huang, S. S., Grad, Y. H. & Marttinen, P., 1 Apr 2019, In : PLoS computational biology. 15, 4, p. 1-25 e1006534.

    Research output: Contribution to journalArticleScientificpeer-review

    Open Access
    File
  • 103 Downloads (Pure)

    Efficient acquisition rules for model-based approximate Bayesian computation

    Järvenpää, M., Gutmann, M. U., Pleska, A., Vehtari, A. & Marttinen, P., Jun 2019, In : Bayesian Analysis. 14, 2, p. 595-622 28 p.

    Research output: Contribution to journalArticleScientificpeer-review

    Open Access
    File
  • 5 Citations (Scopus)
    103 Downloads (Pure)

    A Bayesian model of acquisition and clearance of bacterial colonization

    Järvenpää, M., Sater, M., Lagoudas, G., Blainey, P. C., Miller, L., McKinnell, J., Huang, S., Grad, Y. & Marttinen, P., Dec 2018.

    Research output: Contribution to conferencePosterScientificpeer-review

  • Projects

    Activities

    • 8 Participant of a conference, workshop, session or tutorial
    • 1 Visit abroad

    Symposium on Advances in Approximate Bayesian Inference

    Marko Järvenpää (Member)
    8 Dec 2019

    Activity: Participating in or organising an event typesParticipant of a conference, workshop, session or tutorial

    Conference on Neural Information Processing Systems

    Marko Järvenpää (Member)
    8 Dec 201914 Dec 2019

    Activity: Participating in or organising an event typesParticipant of a conference, workshop, session or tutorial

    Conference on Neural Information Processing Systems

    Marko Järvenpää (Member)
    2 Dec 20188 Dec 2018

    Activity: Participating in or organising an event typesParticipant of a conference, workshop, session or tutorial

    The ISBA 2018 World Meeting

    Marko Järvenpää (Member)
    24 Jun 201829 Jun 2018

    Activity: Participating in or organising an event typesParticipant of a conference, workshop, session or tutorial

    ML4H: Machine Learning for Health NeurIPS workshop

    Marko Järvenpää (Member)
    8 Dec 2018

    Activity: Participating in or organising an event typesParticipant of a conference, workshop, session or tutorial