Antti Honkela

T313 Dept. Computer Science
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Vuoden 2001 lopputyöpalkinto CMCM, Center for Mathematical and Computational Modeling, Jyväskylän yliopisto

Award or honor granted for a specific work School services,SCI Jan 2002


Privacy-preserving data sharing via probabilistic modeling

Joonas Jälkö, Eemil Lagerspetz, Jari Haukka, Sasu Tarkoma, Antti Honkela, Samuel Kaski 2021 Patterns

Computing Tight Differential Privacy Guarantees Using FFT

Antti Koskela, Joonas Jälkö, Antti Honkela 2020 Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics

Differentially Private Markov Chain Monte Carlo

Mikko Heikkilä, Joonas Jälkö, Onur Dikmen, Antti Honkela 2019 33rd Conference on Neural Information Processing Systems

Representation transfer for differentially private drug sensitivity prediction

Teppo Niinimäki, Mikko A. Heikkilä, Antti Honkela, Samuel Kaski 2019 Bioinformatics

Efficient differentially private learning improves drug sensitivity prediction

Antti Honkela, Mrinal Das, Arttu Nieminen, Onur Dikmen, Samuel Kaski 2018 Biology Direct

Deep Transfer Learning of Representations for Differentially Private Learning

Teppo Niinimäki, Mikko A. Heikkilä, Samuel Kaski, Antti Honkela 2018


Hande Topa, Antti Honkela 2018 BMC Bioinformatics

Differentially Private Bayesian Learning on Distributed Data

Mikko A. Heikkilä, Eemil Lagerspetz, Samuel Kaski, Kana Shimizu, Sasu Tarkoma, Antti Honkela 2017 Advances in Neural Information Processing Systems 30

Sequence element enrichment analysis to determine the genetic basis of bacterial phenotypes

John A. Lees, Minna Vehkala, Niko Välimäki, Simon R. Harris, Claire Chewapreecha, Nicholas J. Croucher, Pekka Marttinen, Mark R. Davies, Andrew C. Steer, Steven Y C Tong, Antti Honkela, Julian Parkhill, Stephen D. Bentley, Jukka Corander 2016 Nature Communications