Pekka Marttinen

  • Phone+358505124362
  • Aalto SCI Computer Science Konemiehentie 2

20102020

Research output per year

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Personal profile

Education/Academic qualification

Doctor of Philosophy, Statistics

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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

  • Plasmids shaped the recent emergence of the major nosocomial pathogen Enterococcus faecium

    Arredondo-Alonso, S., Top, J., McNally, A., Puranen, S., Pesonen, M., Pensar, J., Marttinen, P., Braat, J., Rogers, M., van Schaik, W., Kaski, S., Willems, R. J. L., Corander, J. & Schürch, A., 2020, In : MBIO. 11, 1, e03284-19.

    Research output: Contribution to journalArticleScientificpeer-review

    Open Access
    File
  • 29 Downloads (Pure)

    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
  • 101 Downloads (Pure)

    Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screen

    Kaski, S. & Marttinen, P., 17 Jun 2019, In : Nature Communications. 10, 1, p. 1-17 17 p., 2674.

    Research output: Contribution to journalArticleScientificpeer-review

    Open Access
    File
  • 22 Citations (Scopus)
    83 Downloads (Pure)

    Projects

    FCAI: Finnish Center for Artificial Intelligence (FCAI)

    Marttinen, P.

    01/01/201931/12/2022

    Project: Academy of Finland: Other research funding

    FCAI: Finnish Center for Artificial Intelligence (FCAI)

    Marttinen, P.

    01/01/201931/12/2022

    Project: Academy of Finland: Other research funding

    eMOM: CleverHealth Network: eMOM GDM -Project

    Alizadeh Ashrafi, R. & Marttinen, P.

    05/02/201830/06/2021

    Project: Business Finland: Other research funding

    Activities

    • 3 Visit abroad
    • 2 Public or invited talk
    • 1 Conference presentation

    Harvard School of Public Health

    Pekka Marttinen (Visiting researcher)
    20 Aug 201824 Aug 2018

    Activity: Visiting an external institution typesVisit abroad

    Interactive elicitation of knowledge on feature relevance improves predictions in small data sets

    Pekka Marttinen (Speaker)
    14 Mar 2017

    Activity: Talk or presentation typesConference presentation

    Foreign Organisation

    Pekka Marttinen (Visiting researcher)
    5 Jun 201624 Jun 2016

    Activity: Visiting an external institution typesVisit abroad

    Harvard University

    Pekka Marttinen (Visiting researcher)
    2014

    Activity: Visiting an external institution typesVisit abroad

    Permafrost workshop on bacterial evolution, Bormio, 4.-9.2.2011, Italy

    Pekka Marttinen (Speaker)
    2011

    Activity: Talk or presentation typesPublic or invited talk

    Press / Media

    Using A Deep Neural Network Model to Predict Elderly Care

    Pekka Marttinen

    23/12/2019

    1 item of Media coverage

    Press/Media: Media appearance

    New algorithm identifies gene transfers between different bacterial species

    Pekka Marttinen

    19/12/2019

    1 item of Media coverage

    Press/Media: Media appearance

    Neural Network For Elderly Care Could Save millions

    Pekka Marttinen

    14/12/201916/12/2019

    3 items of Media coverage

    Press/Media: Media appearance

    Daily Health News Bulletin (16-12-19).

    Pekka Marttinen

    16/12/2019

    1 item of Media coverage

    Press/Media: Media appearance