Federated probabilistic modelling for heterogeneous programmable IoT systems

  • Kaski, Samuel (Principal investigator)
  • Filstroff, Louis (Project Member)
  • Jälkö, Joonas (Project Member)
  • Prediger, Lukas (Project Member)
  • Kulkarni, Tejas (Project Member)
  • Mallasto, Anton (Project Member)
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  • 2023

    Noise-Aware Statistical Inference with Differentially Private Synthetic Data

    Räisä, O., Jälkö, J., Kaski, S. & Honkela, A., 2023, Proceedings of The 26th International Conference on Artificial Intelligence and Statistics (AISTATS) 2023. Ruiz, F., Dy, J. & van de Meent, J-W. (eds.). JMLR, p. 3620-3643 (Proceedings of Machine Learning Research; vol. 206).

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

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  • 2022

    Parallel MCMC Without Embarrassing Failures

    Augusto de Souza, D., Parente Paiva Mesquita, D., Kaski, S. & Acerbi, L., 2022, Proceedings of The 25th International Conference on Artificial Intelligence and Statistics. JMLR, p. 1786-1804 (Proceedings of Machine Learning Research; vol. 151).

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

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  • 2021

    Differentially Private Bayesian Inference for Generalized Linear Models

    Kulkarni, T., Jälkö, J., Koskela, A., Kaski, S. & Honkela, A., 2021, Proceedings of the 38th International Conference on Machine Learning. Meila, M. & Zhang, T. (eds.). JMLR, p. 5838-5849 12 p. (Proceedings of Machine Learning Research ; vol. 139).

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

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  • Tight Differential Privacy for Discrete-Valued Mechanisms and for the Subsampled Gaussian Mechanism Using FFT

    Koskela, A., Jälkö, J., Prediger, L. & Honkela, A., 2021, Proceedings of The 24th International Conference on Artificial Intelligence and Statistics. Banerjee, A. & Fukumizu, K. (eds.). JMLR, 10 p. (Proceedings of Machine Learning Research ; vol. 130).

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

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  • 2020

    VIMES: A Wearable Memory Assistance System for Automatic Information Retrieval

    Bermejo, C., Braud, T., Yang, J., Mirjafari, S., Shi, B., Xiao, Y. & Hui, P., Oct 2020, Proceedings of the 28th ACM International Conference on Multimedia. ACM, p. 3191-3200 10 p.

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

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