TY - GEN
T1 - The rate-distortion function of a poisson process with a queueing distortion measure
AU - Coleman, Todd P.
AU - Kiyavash, Negar
AU - Subramanian, Vijay G.
N1 - Copyright:
Copyright 2011 Elsevier B.V., All rights reserved.
PY - 2008
Y1 - 2008
N2 - This paper presents a proof of the rate distortion function of a Poisson process with a queuing distortion measure that is in complete analogy with the proofs associated with the rate distortion functions of a Bernoulli source with Hamming distortion measure and a Gaussian source with squared-error distortion measure. Analogous to those problems, the distortion measure that we consider is related to the logarithm of the conditional distribution relating the input to the output of a well-known channel coding problem, specifically the Anantharam and Verdu "Bits through Queues" [1] coding problem. Our proof of the converse utilizes McFadden's point process entropy formulation [2] and involves a number of mutual information inequalities, one of which exploits the maximum-entropy achieving property of the Poisson process. Our test channel uses Burke's theorem [3], [4] to prove achievability.
AB - This paper presents a proof of the rate distortion function of a Poisson process with a queuing distortion measure that is in complete analogy with the proofs associated with the rate distortion functions of a Bernoulli source with Hamming distortion measure and a Gaussian source with squared-error distortion measure. Analogous to those problems, the distortion measure that we consider is related to the logarithm of the conditional distribution relating the input to the output of a well-known channel coding problem, specifically the Anantharam and Verdu "Bits through Queues" [1] coding problem. Our proof of the converse utilizes McFadden's point process entropy formulation [2] and involves a number of mutual information inequalities, one of which exploits the maximum-entropy achieving property of the Poisson process. Our test channel uses Burke's theorem [3], [4] to prove achievability.
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U2 - 10.1109/DCC.2008.92
DO - 10.1109/DCC.2008.92
M3 - Conference contribution
AN - SCOPUS:50249102821
SN - 0769531210
SN - 9780769531212
T3 - Data Compression Conference Proceedings
SP - 63
EP - 72
BT - Proceedings - 2008 Data Compression Conference, DCC 2008
T2 - 2008 Data Compression Conference, DCC 2008
Y2 - 25 March 2008 through 27 March 2008
ER -