Research Output per year
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 journal › Article › Scientific › peer-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: Thesis › Doctoral Thesis › Collection 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 journal › Article › Scientific › peer-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 journal › Article › Scientific › peer-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 journal › Article › Scientific › peer-review
Open Access
File
Projects 2015 2018
- 2 Finished
Applying species distribution modeling in marine spatial planning and fisheries management
Vanhatalo, J., Hartmann, M., Liu, J. & Kaurila, K.
01/10/2016 → 30/09/2018
Project: Research project
New models and methods to fuse spatial information from complementary sources
Vanhatalo, J., Hartmann, M., Liu, J. & Mäkinen, J. A.
Valtion perusrahoitus/hankkeet, Unknown funder
01/01/2015 → 31/12/2018
Project: University of Helsinki Three-Year Research Project
Activities 2016 2019
Nordic probabilistic AI school
Marcelo Hartmann (Attendee)3 May 2019 → 7 May 2019
Activity: Participating in or organising an event types › Organisation and participation in conferences, workshops, courses, seminars
The Alan Turing Institute
Marcelo Hartmann (Visiting researcher)4 Feb 2018 → 24 Feb 2018
Activity: Visiting an external institution types › Academic visit to other institution
Workshop on Computational Mathematics and Data Science
Marcelo Hartmann (Attendee)21 Aug 2018 → 24 Aug 2018
Activity: Participating in or organising an event types › Organisation 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 types › Organisation and participation in conferences, workshops, courses, seminars
International statistical ecology conference (ISEC 2018)
Marcelo Hartmann (Speaker)9 Jul 2018
Activity: Talk or presentation types › Oral presentation