信息理论方法在通信复杂性

Ziv Bar-Yossef, T. S. Jayram, Ravi Kumar, D. Sivakumar
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引用次数: 72

摘要

我们使用信息理论的工具和技术来研究单向和同步通信模型中的通信复杂性问题。我们的研究结果包括:(1)产品分布的多方单向通信复杂性在vc维和破碎系数方面的严格表征;(2)产品分发的多方单向和同步通信模型的等价性;(3)同时通信模型中特定函数的一组下界,最值得注意的是Alon等人(1999)的多方集不连接问题和Babai等人(1996)的任意组的广义寻址函数问题的最优下界。在方法上,我们的主要贡献是在信息论的框架下呈现通信复杂性问题。这使我们能够使用强大的信息论演算和基本原理,如法诺不等式和最大似然估计原理。
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Information theory methods in communication complexity
We use tools and techniques from information theory to study communication complexity problems in the one-way and simultaneous communication models. Our results include: (1) a tight characterization of multi-party one-way communication complexity for product distributions in terms of VC-dimension and shatter coefficients; (2) an equivalence of multi-party one-way and simultaneous communication models for product distributions; (3) a suite of lower bounds for specific functions in the simultaneous communication model, most notably an optimal lower bound for the multi-party set disjointness problem of Alon et al. (1999) and for the generalized addressing function problem of Babai et al. (1996) for arbitrary groups. Methodologically, our main contribution is rendering communication complexity problems in the framework of information theory. This allows us access to the powerful calculus of information theory and the use of fundamental principles such as Fano's inequality and the maximum likelihood estimate principle.
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