{"title":"健康信息学中的机器学习和软件工程","authors":"D. Clifton, J. Gibbons, J. Davies, L. Tarassenko","doi":"10.1109/RAISE.2012.6227968","DOIUrl":null,"url":null,"abstract":"Health informatics is a field in which the disciplines of software engineering and machine learning necessarily co-exist. This discussion paper considers the interaction of software engineering and machine learning, set within the context of health informatics, where the scale of clinical practice requires new engineering approaches from both disciplines. We introduce applications implemented in large on-going research programmes undertaken between the Departments of Engineering Science and Computer Science at Oxford University, the Oxford University Hospitals NHS Trust, and the Guy's and St Thomas' NHS Foundation Trust, London.","PeriodicalId":114731,"journal":{"name":"2012 First International Workshop on Realizing AI Synergies in Software Engineering (RAISE)","volume":"45 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"28","resultStr":"{\"title\":\"Machine learning and software engineering in health informatics\",\"authors\":\"D. Clifton, J. Gibbons, J. Davies, L. Tarassenko\",\"doi\":\"10.1109/RAISE.2012.6227968\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Health informatics is a field in which the disciplines of software engineering and machine learning necessarily co-exist. This discussion paper considers the interaction of software engineering and machine learning, set within the context of health informatics, where the scale of clinical practice requires new engineering approaches from both disciplines. We introduce applications implemented in large on-going research programmes undertaken between the Departments of Engineering Science and Computer Science at Oxford University, the Oxford University Hospitals NHS Trust, and the Guy's and St Thomas' NHS Foundation Trust, London.\",\"PeriodicalId\":114731,\"journal\":{\"name\":\"2012 First International Workshop on Realizing AI Synergies in Software Engineering (RAISE)\",\"volume\":\"45 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2012-06-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"28\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2012 First International Workshop on Realizing AI Synergies in Software Engineering (RAISE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/RAISE.2012.6227968\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 First International Workshop on Realizing AI Synergies in Software Engineering (RAISE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/RAISE.2012.6227968","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Machine learning and software engineering in health informatics
Health informatics is a field in which the disciplines of software engineering and machine learning necessarily co-exist. This discussion paper considers the interaction of software engineering and machine learning, set within the context of health informatics, where the scale of clinical practice requires new engineering approaches from both disciplines. We introduce applications implemented in large on-going research programmes undertaken between the Departments of Engineering Science and Computer Science at Oxford University, the Oxford University Hospitals NHS Trust, and the Guy's and St Thomas' NHS Foundation Trust, London.