Research output per year
Research output per year
Personal profile
Fields of Science
- 113 Computer and information sciences
- 112 Statistics and probability
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
Research output
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A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets
Räisä, O. T. & Honkela, A., 3 May 2025, The 28th International Conference on Artificial Intelligence and Statistics. Journal of Machine Learning Research, (Proceedings of Machine Learning Research; vol. 258).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
A supervised Bayesian method for time (re)annotation of transcriptomics data
Nushi, E., Douillard, F. P., Selby, K., Blount, B. A., Pennington, O. J., Minton, N. P., Lindstrom, M. & Honkela, A., Dec 2025, In: Nar Genomics and Bioinformatics. 7, 4, 14 p., lqaf203.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Empirical Comparison of Membership Inference Attacks in Deep Transfer Learning
Bai, Y., Pradhan, G., Tobaben, M. & Honkela, A., 3 Oct 2025, In: Transactions on machine learning research. 2025, 10, 30 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Hyperparameters in Score-Based Membership Inference Attacks
Pradhan, G., Jälkö, J., Tobaben, M. & Honkela, A., 2025, 2025 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
Impact of Dataset Properties on Membership Inference Vulnerability of Deep Transfer Learning
Tobaben, M., Ito, H., Jälkö, J., He, Y. & Honkela, A., 18 Sept 2025, The Thirty-Ninth Annual Conference on Neural Information Processing Systems. Curran Associates Inc.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile
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Practical Private Synthetic Health Data (PrivSyn)
Honkela, A. (Project manager), Babin, P. (Participant), Buss, S. H. (Participant), Jälkö, J. (Participant), Klockars, J. V. (Participant), Nushi, E. (Participant), Shivakumar, R. (Participant) & Tran, T. L. (Participant)
SUOMEN AKATEMIA Vähäkylä Leena
01/01/2024 → 31/12/2026
Project: Research Council of Finland: Targeted Academy Project
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DataLit: Data Literacy for Responsible Decision-Making
Honkela, A. (Project manager), Jacucci, G. (Project manager), Bai, Y. (Participant), He, C. (Participant), Heikkilä, M. (Participant), Pradhan, G. (Participant), Wohlrath, D. (Participant), Zaki, A. H. N. (Participant) & Zhao, L. (Participant)
01/10/2023 → 30/09/2026
Project: Research Council of Finland: Strategic Research Council funding (SRC)
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WiseBayes: Resource-wise and trustworthy Bayesian machine learning
Honkela, A. (Project manager), Alrawajfeh, T. H. S. (Participant), Rehn, A. J. (Participant) & Wohlrath, D. (Participant)
01/09/2023 → 31/08/2027
Project: Research Council of Finland: Academy Project
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ELSA
Honkela, A. (Project manager), Heikkilä, M. (Participant), Ito, H. (Participant), Jälkö, J. (Participant) & Sladakovic, K. (Participant)
01/09/2022 → 31/08/2026
Project: EU Research and Innovation Actions (RIA)
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COMBOT: Computational modelling of Clostridium botulinum toxin production regulation
Ilvonen, L. (Participant) & Honkela, A. (Project manager)
Project: Research project
Activities
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Khanh Nguyen
Honkela, A. (Host)
5 Feb 2024 → 9 Feb 2024Activity: Hosting a visitor types › Academic visit at UH
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Working group for repairing the Law on Secondary Use of Social and Health Data and clarifying research legislation (External organisation)
Honkela, A. (Member)
2024 → 2026Activity: Membership types › Membership or other role in national/international committee, council, board
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Invited talk at NeurIPS 2023 Workshop SyntheticData4ML
Honkela, A. (Speaker)
16 Dec 2023Activity: Talk or presentation types › Oral presentation
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Expert Group on Anonymity, Privacy and Information Security on Secondary Use of Social and Health Data (External organisation)
Honkela, A. (Expert member)
2022 → 2025Activity: Membership types › Membership or other role in national/international committee, council, board
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Conference on Neural Information Processing System (Event)
Honkela, A. (Programme Committee Member)
2021 → …Activity: Publication peer-review and editorial work types › Editor of research anthology/collection/conference proceedings
Press/Media
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Safe at the Finnish Line: Privacy Project Kicks Off Collaboration
25/05/2020 → 26/05/2020
3 items of Media coverage
Press/Media: Press / Media
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Safe at the Finnish Line: Privacy Project Kicks...
26/05/2020
1 item of Media coverage
Press/Media: Press / Media
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Safe at the Finnish Line: Privacy Project Kicks Off Collaboration Monday, May 25, 2020
25/05/2020
1 item of Media coverage
Press/Media: Press / Media
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Researchers Develop New Security Method for AI to Keep Data Private
26/12/2017
1 item of Media coverage
Press/Media: Press / Media
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New AI method keeps data private
20/12/2017 → 21/12/2017
5 items of Media coverage
Press/Media: Press / Media