{"title":"跨越三种文化的考量:参数回归、可解释算法和复杂算法。","authors":"Ani Eloyan, Sherri Rose","doi":"10.1353/obs.2021.0009","DOIUrl":null,"url":null,"abstract":"<p><p>We consider an extension of Leo Breiman's thesis from \"Statistical Modeling: The Two Cultures\" to include a bifurcation of algorithmic modeling, focusing on parametric regressions, interpretable algorithms, and complex (possibly explainable) algorithms.</p>","PeriodicalId":74335,"journal":{"name":"Observational studies","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8415757/pdf/nihms-1732979.pdf","citationCount":"0","resultStr":"{\"title\":\"Considerations Across Three Cultures: Parametric Regressions, Interpretable Algorithms, and Complex Algorithms.\",\"authors\":\"Ani Eloyan, Sherri Rose\",\"doi\":\"10.1353/obs.2021.0009\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>We consider an extension of Leo Breiman's thesis from \\\"Statistical Modeling: The Two Cultures\\\" to include a bifurcation of algorithmic modeling, focusing on parametric regressions, interpretable algorithms, and complex (possibly explainable) algorithms.</p>\",\"PeriodicalId\":74335,\"journal\":{\"name\":\"Observational studies\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8415757/pdf/nihms-1732979.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Observational studies\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1353/obs.2021.0009\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Observational studies","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1353/obs.2021.0009","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
我们考虑扩展 Leo Breiman 在《统计建模:两种文化》一文中的论点:两种文化 "的延伸,将算法建模的分叉纳入其中,重点关注参数回归、可解释算法和复杂(可能可解释)算法。
Considerations Across Three Cultures: Parametric Regressions, Interpretable Algorithms, and Complex Algorithms.
We consider an extension of Leo Breiman's thesis from "Statistical Modeling: The Two Cultures" to include a bifurcation of algorithmic modeling, focusing on parametric regressions, interpretable algorithms, and complex (possibly explainable) algorithms.