Title :
Diffuse Large B-cell Lymphoma Classification Using Genetic Programming Classifier
Author :
Hengpraprohm, Supoj ; Chongstitvatana, Prabhas
Author_Institution :
Department of Computer Engineering Chulalongkorn University, Thailand, supojn@yahoo.com
Abstract :
Diffuse large B-cell lymphoma (DLBCL) is the most common subtype of non-Hodgkin’s lymphoma. It is possible to classify normal and DLBCL patients using the data from cDNA microarrays technique that monitoring gene expression. Machine learning techniques are well-known methods for classification tasks. In this paper, we propose a Genetic Programming based method to generate classifiers with high accuracy. The proposed method employs cluster of classifiers to vote for the result. Furthermore, the classifier is presented in form of a mathematical equation which is amendable to human interpretation.
Keywords :
Cancer; Computerized monitoring; Equations; Gene expression; Genetic engineering; Genetic programming; Humans; Machine learning; Patient monitoring; Voting;
Conference_Titel :
Computational Intelligence in Bioinformatics and Computational Biology, 2005. CIBCB '05. Proceedings of the 2005 IEEE Symposium on
Print_ISBN :
0-7803-9387-2
DOI :
10.1109/CIBCB.2005.1594937