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Petrus Mikkola
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Prior knowledge elicitation: The past, present, and future
P Mikkola, OA Martin, S Chandramouli, M Hartmann, O Abril Pla, ...
Bayesian Analysis 19 (4), 1129-1161, 2024
752024
Projective preferential bayesian optimization
P Mikkola, M Todorović, J Järvi, P Rinke, S Kaski
International Conference on Machine Learning, 6884-6892, 2020
202020
Multi-fidelity bayesian optimization with unreliable information sources
P Mikkola, J Martinelli, L Filstroff, S Kaski
International Conference on Artificial Intelligence and Statistics, 7425-7454, 2023
102023
Bayesian optimization augmented with actively elicited expert knowledge
D Huang, L Filstroff, P Mikkola, R Zheng, S Kaski
arXiv preprint arXiv:2208.08742, 2022
52022
Targeted active learning for bayesian decision-making
L Filstroff, I Sundin, P Mikkola, A Tiulpin, J Kylmäoja, S Kaski
arXiv preprint arXiv:2106.04193, 2021
52021
Prior knowledge elicitation: The past, present, and future; 2021
P Mikkola, OA Martin, S Chandramouli, M Hartmann, OA Pla, O Thomas
5
More trustworthy Bayesian optimization of materials properties by adding human into the loop
A Tiihonen, L Filstroff, P Mikkola, E Lehto, S Kaski, M Todorović, P Rinke
AI for Accelerated Materials Design NeurIPS 2022 Workshop, 2022
42022
Non-geodesically-convex optimization in the Wasserstein space
HPH Luu, H Yu, B Williams, P Mikkola, M Hartmann, K Puolamäki, ...
arXiv preprint arXiv:2406.00502, 2024
22024
Cooperative Bayesian optimization for imperfect agents
A Khoshvishkaie, P Mikkola, PA Murena, S Kaski
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023
22023
Augmenting Bayesian optimization with preference-based expert feedback
D Huang, L Filstroff, P Mikkola, R Zheng, M Todorovic, S Kaski
ICML 2023 Workshop The Many Facets of Preference-Based Learning, 2023
22023
Secular change of tectonic setting in the Archean Takanen greenstone belt, northeastern Karelia Province, Fennoscandian Shield
V Järvinen, N Karampelas, OT Rämö, T Halkoaho, T Törmänen, P Mikkola, ...
Bulletin of the Geological Society of Finland 95, 107-134, 2023
12023
Preferential Normalizing Flows
P Mikkola, L Acerbi, A Klami
arXiv preprint arXiv:2410.08710, 2024
2024
Non-geodesically-convex optimization in the Wasserstein space
H Phuc Hau Luu, H Yu, B Williams, P Mikkola, M Hartmann, K Puolamäki, ...
arXiv e-prints, arXiv: 2406.00502, 2024
2024
Humans as Information Sources in Bayesian Optimization
P Mikkola
Aalto University, 2024
2024
Discrete complex analysis of single-and multivalued functions on isoradial graphs
P Mikkola
Helsingin yliopisto, 2020
2020
Endogenous depreciation, the replacement problem, and investment-specific technological change
P Mikkola
Helsingin yliopisto, 2018
2018
The applicability of the neoclassical microeconomic framework implied by the preference axioms
P Mikkola
2015
Supplementary Material and Literature Review for Prior knowledge elicitation: The past, present, and future
P Mikkola, OA Martin, S Chandramouli, M Hartmann, OA Pla, O Thomas, ...
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