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- W4289713076 abstract "The Stratonovich’s value of information (VoI) is quantity that measures how much inferential gain is obtained from noisy data under information leakage constraint. In this paper, we introduce a generalized VoI for a general loss function and general information leakage. Then we derive an upper bound of the generalized VoI. Moreover, for a classical loss function, we provide a achievable condition of the upper bound which is weaker than that of in previous studies. Since VoI can be viewed as a formulation of a privacy-utility trade-off (PUT) problem, we provide an interpretation of the achievable condition in the PUT context." @default.
- W4289713076 created "2022-08-04" @default.
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- W4289713076 date "2022-06-26" @default.
- W4289713076 modified "2023-10-18" @default.
- W4289713076 title "A Generalization of the Stratonovich’s Value of Information and Application to Privacy-Utility Trade-off" @default.
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- W4289713076 doi "https://doi.org/10.1109/isit50566.2022.9834667" @default.
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