Genetic algorithm-based pattern classification: Relationship with bayes classifier
Document Type
Book Chapter
Publication Title
Genetic Algorithms for Pattern Recognition
Abstract
In this chapter, an investigation is carried out to formulate theoretical results regarding the behavior of a genetic algorithm-based pattern classification methodology, for an infinitely large number of sample points n, in an N dimensional space RN. It is shown that for n → ∞, and for a sufficiently large number of iterations, the performance of this classifier approaches that of the Bayes classifier. Experimental results, for a triangular distribution of points, are also included that conform to this claim.
First Page
127
Last Page
144
DOI
10.1201/9780203713402
Publication Date
1-1-2017
Recommended Citation
Murthy, Chivukula A.; Bandyopadhyay, Sanghamitra; and Pal, Sankar K., "Genetic algorithm-based pattern classification: Relationship with bayes classifier" (2017). Book Chapters. 124.
https://digitalcommons.isical.ac.in/book-chapters/124