Research output per year
Research output per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Dive into the research topics where Antti Honkela is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Privacy-preserving data sharing via probabilistic modeling
Jälkö, J., Lagerspetz, E., Haukka, J., Tarkoma, S., Honkela, A. & Kaski, S., 9 Jul 2021, In: Patterns. 2, 7, 10 p., 100271.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile12 Citations (Scopus)90 Downloads (Pure) -
Computing Tight Differential Privacy Guarantees Using FFT
Koskela, A., Jälkö, J. & Honkela, A., 2020, Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics. Chiappa, S. & Calandra, R. (eds.). JMLR, p. 2560-2568 9 p. (Proceedings of Machine Learning Research; vol. 108).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access -
Differentially Private Markov Chain Monte Carlo
Heikkilä, M., Jälkö, J., Dikmen, O. & Honkela, A., 2019, 33rd Conference on Neural Information Processing Systems: NeurIPS 2019 . Neural Information Processing Systems Foundation, 11 p. (Advances in Neural Information Processing Systems; vol. 32).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access19 Citations (Scopus) -
Representation transfer for differentially private drug sensitivity prediction
Niinimäki, T., Heikkilä, M. A., Honkela, A. & Kaski, S., 15 Jul 2019, In: Bioinformatics. 35, 14, p. i218-i224 btz373.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile6 Citations (Scopus)121 Downloads (Pure) -
Deep Transfer Learning of Representations for Differentially Private Learning
Niinimäki, T., Heikkilä, M. A., Kaski, S. & Honkela, A., 2018.Research output: Contribution to conference › Paper › Scientific › peer-review
Prizes
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Vuoden 2001 lopputyöpalkinto CMCM, Center for Mathematical and Computational Modeling, Jyväskylän yliopisto
Honkela, A. (Recipient), 2002
Prize: Award or honor granted for a specific work
Activities
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University College London
Honkela, A. (Visiting researcher)
2010Activity: Visiting an external institution types › Visiting an external academic institution
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University of Manchester
Honkela, A. (Visiting researcher)
2010Activity: Visiting an external institution types › Visiting an external academic institution
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5th IAPR International Conference on Pattern Recognition in Bioinformatics, PRIB 2010, Nijmegen, The Netherlands, 22.-24.9.2010, Alankomaat
Honkela, A. (Contributor)
2010Activity: Talk or presentation types › Conference presentation
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IEEE International Workshop on Machine Learning for Signal Processing
Honkela, A. (Member)
2010Activity: Participating in or organising an event types › Membership of a scientific or program committee of a conference or seminar
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University of Cambridge
Honkela, A. (Visiting researcher)
2010Activity: Visiting an external institution types › Visiting an external academic institution