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• W2963743310 abstract "We consider the problem of revealing/sharing data in an efficient and secure way via a compact representation. The representation should ensure reliable reconstruction of the desired features/attributes while still preserve privacy of the secret parts of the data. The problem is formulated as a remote lossy source coding with a privacy constraint where the remote source consists of public and secret parts. Inner and outer bounds for the optimal tradeoff region of compression rate, distortion, and privacy leakage rate are given and shown to coincide for some special cases. When specializing the distortion measure to a logarithmic loss function, the resulting rate-distortion-leakage tradeoff for the case of identical side information forms an optimization problem which corresponds to the “secure” version of the so-called information bottleneck." @default.
• W2963743310 created "2019-07-30" @default.
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• W2963743310 date "2016-07-01" @default.
• W2963743310 modified "2023-10-03" @default.
• W2963743310 title "Privacy-constrained remote source coding" @default.
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• W2963743310 doi "https://doi.org/10.1109/isit.2016.7541465" @default.
• W2963743310 hasPublicationYear "2016" @default.
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