Prof Samuel Kaski

Professor of Artificial Intelligence

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Publications

  1. 2020
  2. Published

    A decision-theoretic approach for model interpretability in Bayesian framework

    Afrabandpey, H., Peltola, T., Piironen, J., Vehtari, A. & Kaski, S., 4 Sep 2020, In: Machine Learning. 109, 9-10, p. 1855-1876 22 p.

    Research output: Contribution to journalArticlepeer-review

  3. Published

    Learning global pairwise interactions with bayesian neural networks

    Cui, T., Marttinen, P. & Kaski, S., 24 Aug 2020, ECAI 2020 - 24th European Conference on Artificial Intelligence, including 10th Conference on Prestigious Applications of Artificial Intelligence, PAIS 2020 - Proceedings. De Giacomo, G., Catala, A., Dilkina, B., Milano, M., Barro, S., Bugarin, A. & Lang, J. (eds.). IOS Press, p. 1087-1094 8 p. (Frontiers in Artificial Intelligence and Applications; vol. 325).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  4. Published

    Human Strategic Steering Improves Performance of Interactive Optimization

    Colella, F., Daee, P., Jokinen, J., Oulasvirta, A. & Kaski, S., 7 Jul 2020, UMAP 2020 - Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization. Association for Computing Machinery, p. 293-297 5 p. (UMAP 2020 - Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  5. Published

    Interactive faceted query suggestion for exploratory search: Whole-session effectiveness and interaction engagement

    Ruotsalo, T., Jacucci, G. & Kaski, S., 1 Jul 2020, In: Journal of the Association for Information Science and Technology. 71, 7, p. 742-756 15 p.

    Research output: Contribution to journalArticlepeer-review

  6. Published

    A high-performance implementation of bayesian matrix factorization with limited communication

    Vander Aa, T., Qin, X., Blomstedt, P., Wuyts, R., Verachtert, W. & Kaski, S., 15 Jun 2020, Computational Science – ICCS 2020 - 20th International Conference, Proceedings. Krzhizhanovskaya, V. V., Závodszky, G., Lees, M. H., Sloot, P. M. A., Sloot, P. M. A., Sloot, P. M. A., Dongarra, J. J., Brissos, S. & Teixeira, J. (eds.). Springer London, p. 3-16 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12142 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  7. Published

    Local dimension reduction of summary statistics for likelihood-free inference

    Sirén, J. & Kaski, S., 1 May 2020, In: Statistics and Computing. 30, 3, p. 559-570 12 p.

    Research output: Contribution to journalArticlepeer-review

  8. Published

    Deep Convolutional Gaussian Processes

    Blomqvist, K., Kaski, S. & Heinonen, M., 30 Apr 2020, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2019, Proceedings. Brefeld, U., Fromont, E., Hotho, A., Knobbe, A., Maathuis, M. & Robardet, C. (eds.). Springer London, p. 582-597 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11907 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  9. Published

    Scalable Probabilistic Matrix Factorization with Graph-Based Priors

    Strahl, J., Peltonen, J., Mamitsuka, H. & Kaski, S., 3 Apr 2020, Proc. AAAI-2020, the Thirty-Fourth AAAI Conference on Artificial Intelligence. Vol. 34. p. 5851-5858 8 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  10. Published

    Plasmids shaped the recent emergence of the major nosocomial pathogen Enterococcus faecium

    Arredondo-Alonso, S., Top, J., McNally, A., Puranen, S., Pesonen, M., Pensar, J., Marttinen, P., Braat, J. C., Rogers, M. R. C., van Schaik, W., Kaski, S., Willems, R. J. L., Corander, J. & Schürch, A. C., 11 Feb 2020, In: mBio. 11, 1, e03284-19.

    Research output: Contribution to journalArticlepeer-review

  11. Published

    Rethinking pooling in graph neural networks

    Mesquita, D., Souza, A. H. & Kaski, S., 2020, Advances in Neural Information Processing Systems. Larochelle, H., Ranzato, M., Hadsell, R., Balcan, M. F. & Lin, H. (eds.). Curran Associates, Inc., Vol. 33. p. 2220-2231 12 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

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Research output: Contribution to journalArticlepeer-review