Research output per year
Research output per year
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
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Stochastic variance-reduced Gaussian variational inference on the Bures-Wasserstein manifold
Luu, H. P. H., Yu, H., Williams, B., Hartmann, M. & Klami, A., 2025, 13th International Conference on Learning Representations, ICLR 2025. Curran Associates Inc., p. 45958 - 45982 25 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
Approximate natural gradient in Gaussian processes with non-log-concave likelihoods
Hartmann, M., 2024.Research output: Conference materials › Abstract › peer-review
Open Access -
Geometric No-U-Turn Samplers: Concepts and Evaluation
Williams, B., Yu, H., Hartmann, M. & Klami, A., 2024, International Conference On Probabilistic Graphical Models. Kwisthout, J. & Renooij, S. (eds.). Journal of Machine Learning Research, p. 327-347 21 p. (Proceedings Of Machine Learning Research; vol. 246).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
Non-geodesically-convex optimization in the Wasserstein space
Luu, H. P. H., Yu, H., Williams Moreno Sanchez, B., Mikkola, P., Hartmann, M., Puolamäki, K. & Klami, A., Dec 2024, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Curran Associates Inc., (Advances in Neural Information Processing Systems (NeurIPS); vol. 37).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
Prior Knowledge Elicitation: The Past, Present, and Future
Mikkola, P., Martin, O. A., Chandramouli, S., Hartmann, M., Pla, O. A., Thomas, O., Pesonen, H., Corander, J., Vehtari, A., Kaski, S., Bürkner, P. C. & Klami, A., Dec 2024, In: Bayesian analysis. 19, 4, p. 1129-1161 33 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile
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Advances in generalized Bayesian inference via differential-geometric methods
Hartmann, M. (Project manager) & Lee, Y. (Participant)
Suomen Akatemia Talous/Paula Pesola
01/09/2025 → 31/08/2029
Project: Research Council of Finland: Academy Research Fellow
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Laskennallisesti tehokas päättely Riemannin pinnoilla
Hartmann, M. (Project manager), Williams Moreno Sanchez, B. (Participant) & Yu, H. (Participant)
01/09/2022 → 31/08/2025
Project: Research Council of Finland: Postdoctoral Researcher
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Applying species distribution modeling in marine spatial planning and fisheries management
Vanhatalo, J. (Project manager), Hartmann, M. (Participant), Liu, J. (Project manager) & Kaurila, K. (Participant)
01/10/2016 → 30/09/2018
Project: Research project
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New models and methods to fuse spatial information from complementary sources
Vanhatalo, J. (Project manager), Hartmann, M. (Participant), Liu, J. (Participant) & Mäkinen, J.A.-E. (Participant)
Valtion perusrahoitus/hankkeet, Unknown funder
01/01/2015 → 31/12/2018
Project: University of Helsinki Three-Year Research Project
Activities
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Jyväskylä summer school
Hartmann, M. (Attendee)
3 Aug 2019 → 11 Aug 2019Activity: Participating in or organising an event types › Organisation and participation in conferences, workshops, courses, seminars
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Nordic probabilistic AI school
Hartmann, M. (Attendee)
3 May 2019 → 7 May 2019Activity: Participating in or organising an event types › Organisation and participation in conferences, workshops, courses, seminars
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Laplace approximation in multi-type data modelling with multivariate Gaussian process regression and applications
Hartmann, M. (Speaker)
3 Jun 2019Activity: Talk or presentation types › Oral presentation
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Workshop on Computational Mathematics and Data Science
Hartmann, M. (Attendee)
21 Aug 2018 → 24 Aug 2018Activity: Participating in or organising an event types › Organisation and participation in conferences, workshops, courses, seminars
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The Alan Turing Institute
Hartmann, M. (Visiting researcher)
4 Feb 2018 → 24 Feb 2018Activity: Visiting an external institution types › Academic visit to other institution