Title :
Fuzzy Set Theoretic Measure for Automatic Feature Evaluation
Author :
Pal, Sankar K. ; Chakraborty, Basabi
Author_Institution :
Electronics and Communication Science Unit, Indian Statistical Institute, 203 Barrackpore Trunk Road, Calcutta 700035, India
Abstract :
The terms index of fuzziness, entropy, and ¿-ness, which give measures of fuzziness in a set, are used to define an index of feature evaluation in pattern recognition problems in terms of their intraclass and interclass measures. The index value decreases as the reliability of a feature in characterizing and discriminating different classes increases. The algorithm developed has been implemented in cases of vowel and plosive identification problem using formant frequencies and different S and ¿ membership functions.
Keywords :
Convergence; Fuzzy sets; Learning automata; Size measurement; Steady-state;
Journal_Title :
Systems, Man and Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMC.1986.289321