Presentation 2001/3/16
Low Density Parity Check Codes for Lossy Data Compression
Yuko Matsunaga, Hirosuke Yamamoto,
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Abstract(in English) Recently, low density parity check codes, especially with iterative decoding with Belief Propagation, is one of the most active subjects in the research of error correcting codes. We consider the application of this algorithm to lossy data compression of binary bernoulli sources and we evaluate the performance by simulation. If we use the BP algorithm for lossy data compression directly, the case of error detection often occurs and causes the increase of the distortion. In this paper, we propose an improved BP algorithm and a method to construct new codes which have the same code length but different rates. Simulation results show that these codes can attain the good performance relatively close to the rate-distortion function even in the case of short code length.
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Keyword(in English) low density parity check codes / BP algorithm / lossy data compression
Paper # IT2000-77,ISEC2000-131,SST2000-161,ITS2000-86
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Committee ISEC
Conference Date 2001/3/16(1days)
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Registration To Information Security (ISEC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Low Density Parity Check Codes for Lossy Data Compression
Sub Title (in English)
Keyword(1) low density parity check codes
Keyword(2) BP algorithm
Keyword(3) lossy data compression
1st Author's Name Yuko Matsunaga
1st Author's Affiliation Department of Mathematical Engineering and Information Physics, University of Tokyo()
2nd Author's Name Hirosuke Yamamoto
2nd Author's Affiliation Department of Mathematical Engineering and Information Physics, University of Tokyo
Date 2001/3/16
Paper # IT2000-77,ISEC2000-131,SST2000-161,ITS2000-86
Volume (vol) vol.100
Number (no) 692
Page pp.pp.-
#Pages 6
Date of Issue