Title
Embedding reject option in ECOC through LDPC codes
Abstract
Error Correcting Output Coding (ECOC) is an established technique to face a classification problem with many possible classes decomposing it into a set of two class subproblems. In this paper, we propose an ECOC system with a reject option that is performed by taking into account the confidence degree of the dichotomizers. Such a scheme makes use of a coding matrix based on Low Density Parity Check (LDPC) codes that can also be usefully employed to implement an iterative recovery strategy for the binary rejects. The experimental results have confirmed the effectiveness of the proposed approach.
Year
DOI
Venue
2007
10.1007/978-3-540-72523-7_34
MCS
Keywords
Field
DocType
coding matrix,class subproblems,iterative recovery strategy,error correcting output coding,ldpc code,confidence degree,classification problem,low density parity check,ecoc system,established technique,coding theory,ldpc
Embedding,Low-density parity-check code,Matrix (mathematics),Arithmetic,Algorithm,Coding (social sciences),Coding theory,Mathematics,Binary number
Conference
Volume
ISSN
Citations 
4472
0302-9743
3
PageRank 
References 
Authors
0.40
10
3
Name
Order
Citations
PageRank
Claudio Marrocco18417.53
P. Simeone2283.56
Francesco Tortorella337043.39