{"title":"机器学习在乳腺癌检测与分类中的综合研究","authors":"A. B. Nassif, Aya Al-Chikh Omar","doi":"10.1145/3571560.3571572","DOIUrl":null,"url":null,"abstract":"Breast cancer is one of the diseases that led to a huge number of deaths in the recent decades. One of the major issues that affect the recovery procedure is the early detection of the disease. Thus, in this paper, several machine learning algorithms that support the early detection process, along with the impact on combining these algorithms with hyperparameter tuning optimization techniques will be presented. Moreover, we conducted a comparison among proposed techniques to figure out which classifier model can achieve better detection accuracy of the disease.","PeriodicalId":143909,"journal":{"name":"Proceedings of the 6th International Conference on Advances in Artificial Intelligence","volume":"72 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"A Comprehensive Study on Machine Learning in Breast Cancer Detection and Classification\",\"authors\":\"A. B. Nassif, Aya Al-Chikh Omar\",\"doi\":\"10.1145/3571560.3571572\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Breast cancer is one of the diseases that led to a huge number of deaths in the recent decades. One of the major issues that affect the recovery procedure is the early detection of the disease. Thus, in this paper, several machine learning algorithms that support the early detection process, along with the impact on combining these algorithms with hyperparameter tuning optimization techniques will be presented. Moreover, we conducted a comparison among proposed techniques to figure out which classifier model can achieve better detection accuracy of the disease.\",\"PeriodicalId\":143909,\"journal\":{\"name\":\"Proceedings of the 6th International Conference on Advances in Artificial Intelligence\",\"volume\":\"72 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-10-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 6th International Conference on Advances in Artificial Intelligence\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3571560.3571572\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 6th International Conference on Advances in Artificial Intelligence","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3571560.3571572","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A Comprehensive Study on Machine Learning in Breast Cancer Detection and Classification
Breast cancer is one of the diseases that led to a huge number of deaths in the recent decades. One of the major issues that affect the recovery procedure is the early detection of the disease. Thus, in this paper, several machine learning algorithms that support the early detection process, along with the impact on combining these algorithms with hyperparameter tuning optimization techniques will be presented. Moreover, we conducted a comparison among proposed techniques to figure out which classifier model can achieve better detection accuracy of the disease.