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picture1_Geometry Pdf 167077 | Feldman22a


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File: Geometry Pdf 167077 | Feldman22a
private frequency estimation via projective geometry vitaly feldman 1 jelani nelson 2 huy nguyen 3 kunal talwar 1 abstract 1 introduction in this work we propose a new algorithm pro ...

icon picture PDF Filetype PDF | Posted on 25 Jan 2023 | 4 years ago
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...Private frequency estimation via projective geometry vitaly feldman jelani nelson huy nguyen kunal talwar abstract introduction in this work we propose a new algorithm pro the so called federated setting user data is distributed jectivegeometryresponse pgr forlocally over many devices that each communicate to some central differentially ldp estima server after local processing for downstream analyt tion universe size of k and with n ics or machine learning tasks desire such schemes users our has communication which minimize cost maintain pri log bits coin vacy while still providing utility loge o public support efcient algorithms computation kexp logk extract knowledge from messages sent by approximately reconstruct settings have found applications training language mod histogram achieving optimal els as autocomplete spellcheck privacy tradeoff not just asymptotically other analytics apple ios thakurta parameter used practice et al on google chrome signicant improvement erlingsson achi...

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