- author = "Supoj Hengpraprohm",
- title = "Ensemble genetic programming classifier for microarray data",
- school = "Computer Engineering, Chulalongkorn University",
- year = "2008",
- address = "Thailand",
- keywords = "genetic algorithms, genetic programming, Classification, Ensemble method, Microarray data analysis, feature selection",
-
URL = "
http://cuir.car.chula.ac.th/handle/123456789/16946",
-
URL = "
http://home.npru.ac.th/supoj/research/FullReport/4771832221-MyThesis.pdf",
- size = "90 pages",
- abstract = "This thesis presents an algorithm for generating an ensemble of Genetic Programming classifiers for microarray data. The number of data is small and it has high dimensions. In order to construct an ensemble, each classifier must have high efficiency and at the same time it must be different from other classifiers. The proposed method uses K-Means clustering for grouping the features of data which are similar into the same group. The SNR (Signal-to-Noise Ratio) feature selection is used to select informative features. The feature with the ith best SNR score in each group is selected to form a set of features. This feature set is used to train the ith Genetic Programming classifier. The proposed method creates a good Genetic Programming classifier where each classifier is different from the others. They contain different set of features. As a result, the performance of the ensemble is improved",
-
notes = "In Thai?
Australian Credit, Pima Indians Diabetes supervisor: Prabhas Chongstitvatana
Supot Hengpraprohm Supoj_He.pdf
Thai Library Integrated System (ThaiLIS) :: Thai Digital Collection (TDC) | Union Catalog (UC) | Thai Academic Reference Database (TAR)",
