{"title":"利用遗传规划分类器进行弥漫性大b细胞淋巴瘤分类","authors":"S. Hengpraprohm, P. Chongstitvatana","doi":"10.1109/CIBCB.2005.1594937","DOIUrl":null,"url":null,"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.","PeriodicalId":330810,"journal":{"name":"2005 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology","volume":"25 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"Diffuse Large B-cell Lymphoma Classification Using Genetic Programming Classifier\",\"authors\":\"S. Hengpraprohm, P. Chongstitvatana\",\"doi\":\"10.1109/CIBCB.2005.1594937\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":330810,\"journal\":{\"name\":\"2005 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology\",\"volume\":\"25 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1900-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2005 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CIBCB.2005.1594937\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2005 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CIBCB.2005.1594937","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Diffuse Large B-cell Lymphoma Classification Using Genetic Programming Classifier
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.