Analog Secure Distributed Matrix Multiplication over Complex Numbers

Autor:	Okko Makkonen, Camilla Hollanti
Přispěvatelé:	Department of Mathematics and Systems Analysis, Aalto-yliopisto, Aalto University
Rok vydání:	2022
Předmět:	FOS: Computer and information sciences Computer Science - Cryptography and Security Computer Science - Information Theory Information Theory (cs.IT) Cryptography and Security (cs.CR) Computer Science::Cryptography and Security
Zdroj:	2022 IEEE International Symposium on Information Theory (ISIT).
DOI:	10.1109/isit50566.2022.9834873
Popis:	This work considers the problem of distributing matrix multiplication over the real or complex numbers to helper servers, such that the information leakage to these servers is close to being information-theoretically secure. These servers are assumed to be honest-but-curious, i.e., they work according to the protocol, but try to deduce information about the data. The problem of secure distributed matrix multiplication (SDMM) has been considered in the context of matrix multiplication over finite fields, which is not always feasible in real world applications. We present two schemes, which allow for variable degree of security based on the use case and allow for colluding and straggling servers. We analyze the security and the numerical accuracy of the schemes and observe a trade-off between accuracy and security. Comment: 13 pages, 2 figures. To appear in ISIT 2022
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_dedup___::0a03d92396a4966db5ee446065136ea7 https://doi.org/10.1109/isit50566.2022.9834873 Zobrazit plný text záznamu