{"title":"慢性疾病的个性化治疗:CKDCase研究","authors":"Chih-Yang Chen, Chun-Nan Chou, I. Wu","doi":"10.1145/3132635.3132646","DOIUrl":null,"url":null,"abstract":"Chronic diseases greatly influence the patients' life and incur the bulk of healthcare costs. Medical treatments should be personalized to consider individual variance. In this study, we take a first step toward personalized treatment of chronic kidney disease by formulating two prediction problems. We utilize random forest to learn the prediction models, and the preliminary results look promising.","PeriodicalId":92693,"journal":{"name":"MMHealth'17 : proceedings of the 2nd International Workshop on Multimedia for Personal Health and Health Care : October 23, 2017, Mountain View, CA, USA. ACM Workshop on Multimedia for Personal Health and Health Care (2nd : 2017 : Mount...","volume":"89 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2017-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Toward Personalized Treatment of Chronic Diseases: The CKDCase Study\",\"authors\":\"Chih-Yang Chen, Chun-Nan Chou, I. Wu\",\"doi\":\"10.1145/3132635.3132646\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Chronic diseases greatly influence the patients' life and incur the bulk of healthcare costs. Medical treatments should be personalized to consider individual variance. In this study, we take a first step toward personalized treatment of chronic kidney disease by formulating two prediction problems. We utilize random forest to learn the prediction models, and the preliminary results look promising.\",\"PeriodicalId\":92693,\"journal\":{\"name\":\"MMHealth'17 : proceedings of the 2nd International Workshop on Multimedia for Personal Health and Health Care : October 23, 2017, Mountain View, CA, USA. ACM Workshop on Multimedia for Personal Health and Health Care (2nd : 2017 : Mount...\",\"volume\":\"89 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-10-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"MMHealth'17 : proceedings of the 2nd International Workshop on Multimedia for Personal Health and Health Care : October 23, 2017, Mountain View, CA, USA. ACM Workshop on Multimedia for Personal Health and Health Care (2nd : 2017 : Mount...\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3132635.3132646\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"MMHealth'17 : proceedings of the 2nd International Workshop on Multimedia for Personal Health and Health Care : October 23, 2017, Mountain View, CA, USA. ACM Workshop on Multimedia for Personal Health and Health Care (2nd : 2017 : Mount...","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3132635.3132646","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Toward Personalized Treatment of Chronic Diseases: The CKDCase Study
Chronic diseases greatly influence the patients' life and incur the bulk of healthcare costs. Medical treatments should be personalized to consider individual variance. In this study, we take a first step toward personalized treatment of chronic kidney disease by formulating two prediction problems. We utilize random forest to learn the prediction models, and the preliminary results look promising.
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