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Mathias Humbert
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ML-leaks: Model and data independent membership inference attacks and defenses on machine learning models
A Salem, Y Zhang, M Humbert, P Berrang, M Fritz, M Backes
Annual Network and Distributed System Security Symposium (NDSS), 2019
5052019
Addressing the concerns of the lacks family: quantification of kin genomic privacy
M Humbert, E Ayday, JP Hubaux, A Telenti
Proceedings of the 2013 ACM SIGSAC conference on Computer & communicationsá…, 2013
1992013
Fairtest: Discovering unwarranted associations in data-driven applications
F Tramer, V Atlidakis, R Geambasu, D Hsu, JP Hubaux, M Humbert, ...
2017 IEEE European Symposium on Security and Privacy (EuroS&P), 401-416, 2017
1382017
Membership privacy in MicroRNA-based studies
M Backes, P Berrang, M Humbert, P Manoharan
Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communicationsá…, 2016
1302016
Quantifying interdependent privacy risks with location data
AM Olteanu, K Huguenin, R Shokri, M Humbert, JP Hubaux
IEEE Transactions on Mobile Computing 16 (3), 829-842, 2016
962016
walk2friends: Inferring social links from mobility profiles
M Backes, M Humbert, J Pang, Y Zhang
Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communicationsá…, 2017
952017
De-anonymizing genomic databases using phenotypic traits
M Humbert, K Huguenin, J Hugonot, E Ayday, JP Hubaux
Proceedings on Privacy Enhancing Technologies 2015 (2), 2015
682015
When machine unlearning jeopardizes privacy
M Chen, Z Zhang, T Wang, M Backes, M Humbert, Y Zhang
Proceedings of the 2021 ACM SIGSAC Conference on Computer and Communicationsá…, 2021
642021
A Survey on Interdependent Privacy
M Humbert, B Trubert, K Huguenin
ACM Computing Surveys (CSUR) 52 (6), 1-40, 2020
552020
Quantifying interdependent risks in genomic privacy
M Humbert, E Ayday, JP Hubaux, A Telenti
ACM Transactions on Privacy and Security (TOPS) 20 (1), 1-31, 2017
552017
Reconciling utility with privacy in genomics
M Humbert, E Ayday, JP Hubaux, A Telenti
Proceedings of the 13th Workshop on Privacy in the Electronic Society, 11-20, 2014
502014
MBeacon: Privacy-preserving beacons for DNA methylation data
I Hagestedt, Y Zhang, M Humbert, P Berrang, T Haixu, W XiaoFeng, ...
442019
Tracking games in mobile networks
M Humbert, MH Manshaei, J Freudiger, JP Hubaux
International Conference on Decision and Game Theory for Security, 38-57, 2010
412010
Inference attacks against kin genomic privacy
E Ayday, M Humbert
IEEE Security & Privacy 15 (5), 29-37, 2017
352017
Tagvisor: A privacy advisor for sharing hashtags
Y Zhang, M Humbert, T Rahman, CT Li, J Pang, M Backes
Proceedings of the 2018 World Wide Web Conference, 287-296, 2018
342018
Technology and workforce: Comparison between the information revolution and the industrial revolution
M Humbert
332007
Identifying personal DNA methylation profiles by genotype inference
M Backes, P Berrang, M Bieg, R Eils, C Herrmann, M Humbert, I Lehmann
2017 IEEE Symposium on Security and Privacy (SP), 957-976, 2017
312017
Privacy in Epigenetics: Temporal Linkability of {MicroRNA} Expression Profiles
M Backes, P Berrang, A Hecksteden, M Humbert, A Keller, T Meyer
25th USENIX Security Symposium (USENIX Security 16), 1223-1240, 2016
292016
On non-cooperative genomic privacy
M Humbert, E Ayday, JP Hubaux, A Telenti
International Conference on Financial Cryptography and Data Security, 407-426, 2015
292015
Nowhere to hide: Navigating around privacy in online social networks
M Humbert, T Studer, M Grossglauser, JP Hubaux
European Symposium on Research in Computer Security, 682-699, 2013
292013
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