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Subspace Embedding

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AntTech
AntTech
May 12, 2022 · Artificial Intelligence

Privacy-Preserving Cross-Domain Recommendation via Differential Privacy and Subspace Embedding

The article reviews a TheWebConf 2022 paper that introduces a two‑stage framework combining differential‑privacy‑based random subspace publishing (using Johnson‑Lindenstrauss and sparse‑aware transforms) with asymmetric deep models to achieve accurate, privacy‑preserving cross‑domain recommendation, and discusses broader differential‑privacy applications.

Subspace Embeddingcross-domain recommendationdifferential privacy
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Privacy-Preserving Cross-Domain Recommendation via Differential Privacy and Subspace Embedding