Title :
Multi-class learning and error-correcting code sensitivity
Author :
Windeatt, T. ; Ghaderi, R.
Author_Institution :
Sch. of Electron. Eng., Surrey Univ., Guildford, UK
fDate :
9/14/2000 12:00:00 AM
Abstract :
Properties of optimal error-correcting codes for decomposing a multi-class problem into a set of two-class problems are discussed. After analysing the effect of the code matrix on individual classification errors and on errors due to combining, the authors propose a modification that is less sensitive to code word selection
Keywords :
Bayes methods; error correction codes; learning systems; classification errors; code matrix; code word selection; error-correcting code sensitivity; multi-class learning; problem decomposition; two-class problems;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:20001165