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Personal profile

Keywords

  • 112 Statistics and probability
  • Bayesian modelling
  • 113 Computer and information sciences
  • Machine learning
  • 1172 Environmental sciences
  • Joint species distribution models

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

Publications 2017 2019

Additive multivariate Gaussian processes for joint species distribution modeling with heterogeneous data

Vanhatalo, J. P., Hartmann, M. & Veneranta, L., 2019, In : Bayesian analysis.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Approximate Bayesian inference in multivariate Gaussian process regression and applications to species distribution models

Hartmann, M., 20 Mar 2019, 1st ed. University of Helsinki: Unigrafia oy. 66 p.

Research output: ThesisDoctoral ThesisCollection of Articles

Open Access

Laplace approximation and natural gradient for Gaussian process regression with heteroscedastic Student-t model

Hartmann, M. & Vanhatalo, J., Jul 2019, In : Statistics and Computing. 29, 4, p. 753–773 21 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Bayesian inference for generalized extreme value distributions via Hamiltonian Monte Carlo

Hartmann, M. & Ehlers, R. S., 2017, In : Communications in Statistics: Simulation and Computation. 46, 7, p. 5285-5302 18 p.

Research output: Contribution to journalArticleScientificpeer-review

Gaussian processs framework for temporal dependence and discrepancy functions in Ricker-type population growth models

Hartmann, M., Hosack, G. R., Hillary, R. M. & Vanhatalo, J. P., Sep 2017, In : Annals of Applied Statistics. 11, 3, p. 1375-1402 28 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Projects 2015 2018

Activities 2016 2019

Nordic probabilistic AI school

Marcelo Hartmann (Attendee)
3 May 20197 May 2019

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

The Alan Turing Institute

Marcelo Hartmann (Visiting researcher)
4 Feb 201824 Feb 2018

Activity: Visiting an external institution typesAcademic visit to other institution

Workshop on Computational Mathematics and Data Science

Marcelo Hartmann (Attendee)
21 Aug 201824 Aug 2018

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

International Society of Bayesian Analysis 2018

Marcelo Hartmann (Attendee)
27 Jun 2018

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

International statistical ecology conference (ISEC 2018)

Marcelo Hartmann (Speaker)
9 Jul 2018

Activity: Talk or presentation typesOral presentation