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Ali Burak Ünal
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Year
Privacy preserving gaze estimation using synthetic images via a randomized encoding based framework
E Bozkir, AB Ünal, M Akgün, E Kasneci, N Pfeifer
ACM symposium on eye tracking research and applications, 1-5, 2020
302020
PAMOGK: a pathway graph kernel-based multiomics approach for patient clustering
YI Tepeli, AB Ünal, FM Akdemir, O Tastan
Bioinformatics 36 (21), 5237-5246, 2020
282020
Privacy-preserving SVM on outsourced genomic data via secure multi-party computation
H Chen, AB Ünal, M Akgün, N Pfeifer
Proceedings of the Sixth International Workshop on Security and Privacy …, 2020
122020
Identifying disease-causing mutations with privacy protection
M Akgün, AB Ünal, B Ergüner, N Pfeifer, O Kohlbacher
Bioinformatics 36 (21), 5205-5213, 2020
72020
A framework with randomized encoding for a fast privacy preserving calculation of non-linear kernels for machine learning applications in precision medicine
AB Ünal, M Akgün, N Pfeifer
Cryptology and Network Security: 18th International Conference, CANS 2019 …, 2019
62019
Escaped: Efficient secure and private dot product framework for kernel-based machine learning algorithms with applications in healthcare
AB Ünal, M Akgün, N Pfeifer
Proceedings of the AAAI Conference on Artificial Intelligence 35 (11), 9988-9996, 2021
42021
ppAURORA: Privacy Preserving Area Under Receiver Operating Characteristic and Precision-Recall Curves with Secure 3-Party Computation
AB Ünal, N Pfeifer, M Akgün
arXiv preprint arXiv:2102.08788, 2021
3*2021
PAMOGK: a pathway graph kernel based multi-omics clustering approach for discovering cancer patient subgroups
YI Tepeli, AB Ünal, FM Akdemir, O Tastan
bioRxiv, 834168, 2019
32019
Identification of cancer patient subgroups via smoothed shortest path graph kernel
AB Ünal, Ö Taştan
arXiv preprint arXiv:1612.04431, 2016
22016
CECILIA: Comprehensive secure machine learning framework
AB Ünal, N Pfeifer, M Akgün
arXiv preprint arXiv:2202.03023, 2022
12022
Identification of cancer patient subgroups via pathway based multi-view graph kernel clustering
AB Ünal
PQDT-Global, 2017
12017
FHAUC: Privacy Preserving AUC Calculation for Federated Learning using Fully Homomorphic Encryption
CA Baykara, AB Ünal, M Akgün
arXiv preprint arXiv:2403.14428, 2024
2024
Robust Representation Learning for Privacy-Preserving Machine Learning: A Multi-Objective Autoencoder Approach
N Pfeifer, M Akgün, AB Ünal, S Ouaari
arXiv, 2023
2023
Robust Representation Learning for Privacy-Preserving Machine Learning: A Multi-Objective Autoencoder Approach
S Ouaari, AB Ünal, M Akgün, N Pfeifer
arXiv preprint arXiv:2309.04427, 2023
2023
ppAURORA: Privacy Preserving Area Under Receiver Operating Characteristic and Precision-Recall Curves
N Pfeifer, M Akgün, AB Ünal
Network and System Security, 2023
2023
ppAURORA: Privacy Preserving Area Under Receiver Operating Characteristic and Precision-Recall Curves
AB Ünal, N Pfeifer, M Akgün
International Conference on Network and System Security, 265-280, 2023
2023
A Privacy-Preserving Federated Learning Approach for Kernel methods
A Hannemann, AB Ünal, A Swaminathan, E Buchmann, M Akgün
arXiv preprint arXiv:2306.02677, 2023
2023
Towards a complete privacy preserving machine learning pipeline
AB Ünal
Universität Tübingen, 2022
2022
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Articles 1–19