Privacy-constrained source coding problems have become increasingly important recently, and the utility-privacy trade-off has been investigated for various systems. As pioneering work, Yamamoto (1983) found theoretical limits of the coding rate, privacy and utility in two cases; (i) both public and private information is encoded and (ii) only public information is encoded. However, the theoretical limit has not been characterized in a more general case; (iii) encoded messages consist of public information and a part of private information. Then in this paper, we characterize the trade-off relation in case (iii). The obtained expression of the achievable region is a "unified expression" because it includes the ones in case (i) and (ii) as special cases. Through the numerical results, we clarify the significance of the choice of the encoded set.
翻译:最近,限制隐私的来源编码问题变得日益重要,对各种系统的公用-私用权权衡问题进行了调查。作为开创性工作,山本(1983年)在两种情况下发现编码率、私用和公用权的理论局限性;(一)公共和私人信息都编码,(二)只有公共信息编码。然而,理论局限性在较一般的案例中没有定性;(三)编码信息包括公共信息和部分私用信息。然后,在本文中,我们在案例(三)中将公用-私用权权衡关系定性为“统一”的表达方式,因为它包括了(一)和(二)中的情况,作为特殊情况。我们通过数字结果澄清了选择编码集的意义。