Low density codes achieve the rate-distortion bound

被引:0
|
作者
Martinian, Emin [1 ]
Wainwright, Martin [1 ]
机构
[1] Mitsubishi Elect Res Labs, Cambridge, MA 02139 USA
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a new construction for low-density source codes with multiple parameters that can be tuned to optimize the performance of the code. In addition, we introduce a set of analysis techniques for deriving upper bounds for the expected distortion of our construction, as well as more general low-density constructions. We show that (with an optimal encoding algorithm) our codes achieve the rate-distortion bound for a binary symmetric source and Hamming distortion. Our methods also provide rigorous upper bounds on the minimum distortion achievable by previously proposed low-density constructions.
引用
收藏
页码:153 / +
页数:2
相关论文
共 50 条
  • [21] A low complexity rate-distortion source modeling framework
    Chang, Chun-Yuan
    Lin, Tsungnan
    Chan, Din-Yuan
    Hung, Shih-Hao
    2006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13, 2006, : 2177 - 2180
  • [22] Rate-distortion bound for joint compression and classification with application to multiaspect scattering
    Dong, YT
    Chang, SR
    Carin, L
    IEEE SENSORS JOURNAL, 2005, 5 (03) : 481 - 492
  • [23] The Rate-Distortion Function and Excess-Distortion Exponent of Sparse Regression Codes With Optimal Encoding
    Venkataramanan, Ramji
    Tatikonda, Sekhar
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2017, 63 (08) : 5228 - 5243
  • [24] A Lower Bound for the Rate-Distortion Function of Spike Sources that is Asymptotically Tight
    Palzer, Lars
    Timo, Roy
    2016 IEEE INFORMATION THEORY WORKSHOP (ITW), 2016,
  • [25] On Multiple Decoding Attempts for Reed-Solomon Codes: A Rate-Distortion Approach
    Nguyen, Phong S.
    Pfister, Henry D.
    Narayanan, Krishna R.
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2011, 57 (02) : 668 - 691
  • [26] A Rate-Distortion Perspective on Multiple Decoding Attempts for Reed-Solomon Codes
    Nguyen, Phong S.
    Pfister, Henry D.
    Narayanan, Krishna R.
    2009 47TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING, VOLS 1 AND 2, 2009, : 1235 - 1242
  • [27] COMPUTATION OF RATE-DISTORTION FUNCTIONS
    CSISZAR, I
    IEEE TRANSACTIONS ON INFORMATION THEORY, 1974, 20 (01) : 122 - 124
  • [29] Rate-Distortion Bounds for an ε-Insensitive Distortion Measure
    Watanabe, Kazuho
    2013 IEEE INFORMATION THEORY WORKSHOP (ITW), 2013,
  • [30] Low-complexity rate-distortion optimized video streaming
    Chakareski, J
    Apostolopoulos, J
    Girod, B
    ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, 2004, : 2055 - 2058