Differentially-Private Neural Network Training with Private Features and Public Labels

Islam A. Monir; Gabriel Ghinita

doi:10.1007/978-3-031-68323-7_16

Differentially-Private Neural Network Training with Private Features and Public Labels

Islam A. Monir
, Gabriel Ghinita

Computer Science

Hamad bin Khalifa University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Big Data Analytics and Knowledge Discovery - 26th International Conference, DaWaK 2024, Proceedings
Editors	Robert Wrembel, Silvia Chiusano, Gabriele Kotsis, Ismail Khalil, A Min Tjoa
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	208-222
Number of pages	15
ISBN (Print)	9783031683220
DOIs	https://doi.org/10.1007/978-3-031-68323-7_16
State	Published - 2024
Event	26th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2024 - Naples, Italy Duration: Aug 26 2024 → Aug 28 2024

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	14912 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	26th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2024
Country/Territory	Italy
City	Naples
Period	8/26/24 → 8/28/24

ASJC Scopus Subject Areas

Theoretical Computer Science
General Computer Science

Keywords

Differential Privacy
Machine Learning
Neural Networks

Access to Document

10.1007/978-3-031-68323-7_16

Cite this

Monir, I. A., & Ghinita, G. (2024). Differentially-Private Neural Network Training with Private Features and Public Labels. In R. Wrembel, S. Chiusano, G. Kotsis, I. Khalil, & A. M. Tjoa (Eds.), Big Data Analytics and Knowledge Discovery - 26th International Conference, DaWaK 2024, Proceedings (pp. 208-222). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 14912 LNCS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-68323-7_16

Differentially-Private Neural Network Training with Private Features and Public Labels. / Monir, Islam A.; Ghinita, Gabriel.
Big Data Analytics and Knowledge Discovery - 26th International Conference, DaWaK 2024, Proceedings. ed. / Robert Wrembel; Silvia Chiusano; Gabriele Kotsis; Ismail Khalil; A Min Tjoa. Springer Science and Business Media Deutschland GmbH, 2024. p. 208-222 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 14912 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Monir, IA & Ghinita, G 2024, Differentially-Private Neural Network Training with Private Features and Public Labels. in R Wrembel, S Chiusano, G Kotsis, I Khalil & AM Tjoa (eds), Big Data Analytics and Knowledge Discovery - 26th International Conference, DaWaK 2024, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 14912 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 208-222, 26th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2024, Naples, Italy, 8/26/24. https://doi.org/10.1007/978-3-031-68323-7_16

Monir IA, Ghinita G. Differentially-Private Neural Network Training with Private Features and Public Labels. In Wrembel R, Chiusano S, Kotsis G, Khalil I, Tjoa AM, editors, Big Data Analytics and Knowledge Discovery - 26th International Conference, DaWaK 2024, Proceedings. Springer Science and Business Media Deutschland GmbH. 2024. p. 208-222. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-031-68323-7_16

Monir, Islam A. ; Ghinita, Gabriel. / Differentially-Private Neural Network Training with Private Features and Public Labels. Big Data Analytics and Knowledge Discovery - 26th International Conference, DaWaK 2024, Proceedings. editor / Robert Wrembel ; Silvia Chiusano ; Gabriele Kotsis ; Ismail Khalil ; A Min Tjoa. Springer Science and Business Media Deutschland GmbH, 2024. pp. 208-222 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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Differentially-Private Neural Network Training with Private Features and Public Labels

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