Author

Kerem Ayöz

Amazon (United States)

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Research Focus:differential expression· 1 Organism:human· 1 Approach:machine learning (classical)· 1 Approach:statistical model· 1 Research Focus:variant calling· 1 Research Focus:variant effect prediction· 1 Assay:whole-genome sequencing· 1

Frequent Co-Authors

A. Ercüment ÇiçekiD· 2 shared Erman AydayiD· 2 shared Masoud Poorghaffar Aghdam· 1 shared Miray Ayşen· 1 shared Sinem SaviD· 1 shared Sobhan Shukueian Tabrizi· 1 shared

Activity by Year

2020-2025 · peak 1/yr

Co-Author Collaboration Network

6 top collaborators · 12 mutual co-author links

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2 shared papersBioinformatics

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2 papers

Recent·Most cited

A Reinforcement Learning-based Approach for Dynamic Privacy Protection in Genomic Data Sharing Beacons

Masoud Poorghaffar Aghdam, Sobhan Shukueian Tabrizi, Kerem Ayöz, Erman Ayday, Sinem Sav, A. Ercüment Çiçek

This paper introduces a reinforcement learning-based method to dynamically protect genomic data sharing beacons against membership inference attacks by adapting strategies in real time.

Genome biology · Nov 24, 2025Peer-reviewedBioinformatics

The Effect of Kinship in Re-identification Attacks Against Genomic Data Sharing Beacons

Kerem Ayöz, Miray Ayşen, Erman Ayday, A. Ercüment Çiçek

This study shows that including family members in genomic data-sharing beacons reduces re-identification attack success by obscuring variant information, but also causes some utility loss.

Bioinformatics · Sep 8, 2020Peer-reviewedBioinformatics