Photo of Marcelo Hartmann

Marcelo Hartmann

  • PL 68 (Pietari Kalmin katu 5)

    00014

    Finland

20152020

Research output per year

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Personal profile

Fields of Science

  • 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

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

Vanhatalo, J., Hartmann, M. & Veneranta, L., Jun 2020, In : Bayesian analysis. 15, 2, p. 415-447 33 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Flexible Prior Elicitation via the Prior Predictive distribution

Hartmann, M., Agiashvili, G., Bürkner, P-C. & Klami, A., 14 May 2020, (Accepted/In press) In : Conference on Uncertainty in Artificial Intelligence (UAI).

Research output: Contribution to journalArticleScientificpeer-review

A Bernoulli autoregressive moving average model applied to rainfall occurrence

Milani, E. A., Hartmann, M., Andrade, M. G. & Ribeiro Diniz, C. A., 21 Oct 2019, In : Communications in Statistics: Simulation and Computation. 48, 9, p. 2743-2756 14 p.

Research output: Contribution to journalArticleScientificpeer-review

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. 66 p.

Research output: ThesisDoctoral Thesis

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

Projects

Activities

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

Jyväskylä summer school

Marcelo Hartmann (Attendee)
3 Aug 201911 Aug 2019

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

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