Title :
Length-constrained MAP decoding revisited
Author :
Wang, Zhe ; Wu, Xiaolin ; Dumitrescu, Sorina
Author_Institution :
Dept. of Electr. & Comput. Eng., McMaster Univ., Hamilton, Ont., Canada
Abstract :
We consider the problem of length-constrained maximum a posteriori (MAP) decoding of a Markov sequence that is variable length encoded and transmitted over a binary symmetric channel. We convert this problem into one of maximum-weight k-link path in a weighted directed acyclic graph. The induced graph optimization problem can be solved by a fast parameterized search algorithm that finds either the optimal solution with high probability or a good approximate solution otherwise. The proposed algorithm has lower complexity and superior performance than previous heuristic algorithms.
Keywords :
Markov processes; computational complexity; data compression; directed graphs; maximum likelihood decoding; optimisation; probability; search problems; signal processing; variable length codes; Markov sequence; binary symmetric channel; fast parameterized search algorithm; heuristic algorithms; induced graph optimization problem; length-constrained MAP decoding; maximum a posteriori decoding; maximum-weight k-link path; signal compression; variable length codes; weighted directed acyclic graph; weighted directed graph; Approximation algorithms; Decoding; Dynamic programming; Error correction codes; Heuristic algorithms; Markov processes; Probability distribution; Quantization; Redundancy; Yagi-Uda antennas;
Conference_Titel :
Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
0-7803-8603-5
DOI :
10.1109/ICME.2004.1394285