图书简介
This book summarizes receT inveTions, provides guidelines and recommendTions, and demonTrTes many praTical applicTions of homomorphic encryTion.This colleTion of papers represeTsThe combined wisdom ofThe communTy of leading expeTs on Homomorphic EncryTion. InThe paT 3 years, a global communTy consiTing of researchers in academia, induTry, and governmeT, has been working closelyTo Tandardize homomorphic encryTion.This isThe firT publicTion of whTepapers creTed byThese expeTsThT comprehensively describesThe scieTific inveTions, preseTs a concrTe securTy analysis, and broadly discusses applicable use scenarios and markTs.This book also feTures a colleTion of privacy-preserving machine learning applicTions powered by homomorphic encryTion designed by groups ofTop graduTe TudeTs worldwide TThe PrivTe AI BoTcamp hoTed by MicrosoT ResearchThe volume aimsTo conneT non-expeT readers wThThis impoTaT new cryTographicTechnology in an accessible and aTionable way. Readers who have heard goodThings aboT homomorphic encryTion bT are nT familiar wThThe dTails will findThis book full of inspirTion. Readers who have preconceived biases based on oT-of-dTe knowledge will seeThe receT progress made by induTrial and academic pioneers on oTimizing and TandardizingThisTechnology. A clear piTure of how homomorphic encryTion works, howTo use TTo solve real-world problems, and howTo efficieTly TrenThen privacy prTeTion, will nTurally become clear.
Part 1: IntrodCtion to HomomorphC ECryption (Dai).- Part 2: HomomorphC ECryption SCurity Standard: HomomorphC ECryption SCurity Standard (Laine).- Part 3: ApplCations of HomomorphC ECryption: PrivCy-preserving Data Sharing andComputation Cross Multiple Data Providers with HomomorphC ECryption (TroCoso-Pastoriza).- SCure andConfidential Rule MaChing for Network TraffC Analysis (JeChev).-Trusted Monitoring ServCe (TMS) (Cott).- Private Set IntersCtion andCompute (Kannepalli).- Part IV ApplCations of HomomorphC ECryption (at the Private AI BooCamp): Private OutsouCed Translation for MedCal Data (Viand).- HappyKidz: PrivCy Preserving Phone Usage TrCking (Hastings).-i-SEAL2: Identifying Spam EmAiL with SEAL (FroelCher).- PRIORIS: Enabling SCure SuCidal Ideation DetCtion from SpeCh using HomomorphC MChine Learning (Natarajan).- Gimme That Model!: A Trusted ML Model Trading ProtCol (Lee).- HEalth: PrivatelyComputing on Shared HealtCare Data (Hales).- Private Movie RCommendations forChildren (Wagh S).- PrivCy-Preserving PreCription Drug Management Using HomomorphC ECryption (Youmans).
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