Improving the Efficiency of Homomorphic Encryption Schemes

In this dissertation, we explore different approaches to practical homomorphic encryption schemes. For partial homomorphic encryption schemes, we observe that the versatility is the main bottleneck. To solve this problem, we propose general approaches to improve versatility of them by either extendi...

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Bibliographic Details
Main Author: Hu, Yin
Other Authors: Lifeng Lai, Committee Member
Format: Others
Published: Digital WPI 2013
Subjects:
Online Access:https://digitalcommons.wpi.edu/etd-dissertations/171
https://digitalcommons.wpi.edu/cgi/viewcontent.cgi?article=1170&context=etd-dissertations
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spelling ndltd-wpi.edu-oai-digitalcommons.wpi.edu-etd-dissertations-11702019-03-22T05:43:40Z Improving the Efficiency of Homomorphic Encryption Schemes Hu, Yin In this dissertation, we explore different approaches to practical homomorphic encryption schemes. For partial homomorphic encryption schemes, we observe that the versatility is the main bottleneck. To solve this problem, we propose general approaches to improve versatility of them by either extending the range of supported circuits or extending the message space. These general approaches can be applied to a wide range of partial HE schemes and greatly increase the number of applications that they support. For fully homomorphic encryption schemes, the slow running speed and the large ciphertext are the main challenges. Therefore, we propose efficient implementations as well as methods to compress the ciphertext. In detail, the Gentry Halevi FHE scheme and the LTV FHE scheme are implemented and the resulting performance shows significant improvement over previous works. For ciphertext compression, the concept of scheme conversion is proposed. Given a scheme converter, we can convert between schemes with compact ciphertext for communication and homomorphic schemes for computation. 2013-04-25T07:00:00Z text application/pdf https://digitalcommons.wpi.edu/etd-dissertations/171 https://digitalcommons.wpi.edu/cgi/viewcontent.cgi?article=1170&context=etd-dissertations Doctoral Dissertations (All Dissertations, All Years) Digital WPI Lifeng Lai, Committee Member Kathi Fisler, Committee Member Wenjing Lou, Committee Member Berk Sunar, Advisor homomorphic encryption
collection NDLTD
format Others
sources NDLTD
topic homomorphic encryption
spellingShingle homomorphic encryption
Hu, Yin
Improving the Efficiency of Homomorphic Encryption Schemes
description In this dissertation, we explore different approaches to practical homomorphic encryption schemes. For partial homomorphic encryption schemes, we observe that the versatility is the main bottleneck. To solve this problem, we propose general approaches to improve versatility of them by either extending the range of supported circuits or extending the message space. These general approaches can be applied to a wide range of partial HE schemes and greatly increase the number of applications that they support. For fully homomorphic encryption schemes, the slow running speed and the large ciphertext are the main challenges. Therefore, we propose efficient implementations as well as methods to compress the ciphertext. In detail, the Gentry Halevi FHE scheme and the LTV FHE scheme are implemented and the resulting performance shows significant improvement over previous works. For ciphertext compression, the concept of scheme conversion is proposed. Given a scheme converter, we can convert between schemes with compact ciphertext for communication and homomorphic schemes for computation.
author2 Lifeng Lai, Committee Member
author_facet Lifeng Lai, Committee Member
Hu, Yin
author Hu, Yin
author_sort Hu, Yin
title Improving the Efficiency of Homomorphic Encryption Schemes
title_short Improving the Efficiency of Homomorphic Encryption Schemes
title_full Improving the Efficiency of Homomorphic Encryption Schemes
title_fullStr Improving the Efficiency of Homomorphic Encryption Schemes
title_full_unstemmed Improving the Efficiency of Homomorphic Encryption Schemes
title_sort improving the efficiency of homomorphic encryption schemes
publisher Digital WPI
publishDate 2013
url https://digitalcommons.wpi.edu/etd-dissertations/171
https://digitalcommons.wpi.edu/cgi/viewcontent.cgi?article=1170&context=etd-dissertations
work_keys_str_mv AT huyin improvingtheefficiencyofhomomorphicencryptionschemes
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