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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao https://doi.org/10.1...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
https://doi.org/10.1007/978-3-...
Part of book or chapter of book . 2021 . Peer-reviewed
License: Springer TDM
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Survey Software Implementations of Homomorphic Encryption Methods

Authors: E. Golimblevskaia; E. Shiriaev; N. Kucherov;

Survey Software Implementations of Homomorphic Encryption Methods

Abstract

Homomorphic Encryption (HE) is a perspective form of encryption that allows computing on encrypted data. Potential applications include combining sensitive encrypted data in a cloud environment and performing calculations on it in the cloud without compromising data privacy. Due to the active interest in this area, many new schemes of Fully Homomorphic Encryption are being developed. We implement two optimized versions of HE: the Brakersky-Fan-Vercauteren (BFV) and Cheon-Kim-Kim-Song (CKKS) schemes, and evaluate their performance. The most interesting (and also unexpected result of our performance assessment) is that the CKKS variant in practice scales significantly better (usually several times) with an increase in the multiplicative depth of the computational schemes than the BFV, implying that the CKKS variant will always surpass the BFV for most practical applications. The unexpected result was that the decoding and KeyGen functions for 128-bit security settings show the superiority of the BFV scheme, however, if we consider the whole process of encryption, decryption and operation above ciphertexts, CKKS performance exceeds BFV by more than 100 times, which gives a reliable result of our research.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
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