DocumentCode
1632766
Title
Information theory methods in communication complexity
Author
Bar-Yossef, Ziv ; Jayram, T.S. ; Kumar, Ravi ; Sivakumar, D.
Author_Institution
Div. of Comput. Sci., California Univ., Berkeley, CA, USA
fYear
2002
fDate
6/24/1905 12:00:00 AM
Firstpage
72
Lastpage
81
Abstract
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
Keywords
communication complexity; information theory; maximum likelihood estimation; VC-dimension; arbitrary groups; communication complexity; generalized addressing function problem; inequality; information theory; lower bounds; maximum likelihood estimate principle; multi-party communication model; multi-party set disjointness problem; one-way communication model; product distributions; shatter coefficients; simultaneous communication model; Calculus; Complexity theory; Computer science; Distributed computing; Information theory; Maximum likelihood decoding; Maximum likelihood estimation; Protocols; Upper bound; Very large scale integration;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Complexity, 2002. Proceedings. 17th IEEE Annual Conference on
Conference_Location
Montreal, Que.
ISSN
1093-0159
Print_ISBN
0-7695-1468-5
Type
conf
DOI
10.1109/CCC.2002.1004344
Filename
1004344
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