Title :
Low complexity code design for lossless and near-lossless side information source codes
Author :
Zhao, Qian ; Effros, Michelle
Author_Institution :
Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
Abstract :
The instantaneous side of information source code (SISC) design is considered. In the SISC configuration, the encoder describes source X to the decoder; the decoder uses this description and side information Y, to reconstruct X. Prior work on lossless and near-lossless SISC design demonstrates that globally optimal design is NP-hard. A family of polynomial complexity code design algorithms is introduced that approximates the optimal solution for lossless and near-lossless SISCs. The algorithm may be used to design both Huffman and arithmetic SISCs for an arbitrary probability mass function p(x,y). Experimental results comparing the resulting performances to each other and to the theoretical limit are included.
Keywords :
Huffman codes; arithmetic codes; computational complexity; source coding; Huffman SISC; NP-hard problem; arbitrary probability mass function; arithmetic SISC; chromatic entropy; decoding complexity; encoding complexity; lossless SISC; low complexity code design; multiple access source code; near-lossless SISC; optimal Huffman MASC; polynomial complexity code design algorithm; side information source code; Data compression;
Conference_Titel :
Data Compression Conference, 2003. Proceedings. DCC 2003
Print_ISBN :
0-7695-1896-6
DOI :
10.1109/DCC.2003.1193991