{"title":"保形电性能测试","authors":"Vladimir Vovk, Ilia Nouretdinov, Alex Gammerman","doi":"10.1016/j.patcog.2025.111841","DOIUrl":null,"url":null,"abstract":"<div><div>There is a useful counterpart of conformal prediction for e-values, called <em>conformal e-prediction</em>. Conformal prediction can serve as basis for testing the assumption of exchangeability, leading to <em>conformal testing</em>. Similarly, conformal e-prediction can also serve as basis for testing exchangeability. The resulting <em>conformal e-testing</em> looks very different from but inherits some strengths of conformal testing; it even has some advantages over conformal testing. In this paper we discuss systematically both strengths and limitations of conformal e-testing.</div></div>","PeriodicalId":49713,"journal":{"name":"Pattern Recognition","volume":"168 ","pages":"Article 111841"},"PeriodicalIF":7.6000,"publicationDate":"2025-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Conformal e-testing\",\"authors\":\"Vladimir Vovk, Ilia Nouretdinov, Alex Gammerman\",\"doi\":\"10.1016/j.patcog.2025.111841\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>There is a useful counterpart of conformal prediction for e-values, called <em>conformal e-prediction</em>. Conformal prediction can serve as basis for testing the assumption of exchangeability, leading to <em>conformal testing</em>. Similarly, conformal e-prediction can also serve as basis for testing exchangeability. The resulting <em>conformal e-testing</em> looks very different from but inherits some strengths of conformal testing; it even has some advantages over conformal testing. In this paper we discuss systematically both strengths and limitations of conformal e-testing.</div></div>\",\"PeriodicalId\":49713,\"journal\":{\"name\":\"Pattern Recognition\",\"volume\":\"168 \",\"pages\":\"Article 111841\"},\"PeriodicalIF\":7.6000,\"publicationDate\":\"2025-05-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Pattern Recognition\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0031320325005011\",\"RegionNum\":1,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Pattern Recognition","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0031320325005011","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
There is a useful counterpart of conformal prediction for e-values, called conformal e-prediction. Conformal prediction can serve as basis for testing the assumption of exchangeability, leading to conformal testing. Similarly, conformal e-prediction can also serve as basis for testing exchangeability. The resulting conformal e-testing looks very different from but inherits some strengths of conformal testing; it even has some advantages over conformal testing. In this paper we discuss systematically both strengths and limitations of conformal e-testing.
期刊介绍:
The field of Pattern Recognition is both mature and rapidly evolving, playing a crucial role in various related fields such as computer vision, image processing, text analysis, and neural networks. It closely intersects with machine learning and is being applied in emerging areas like biometrics, bioinformatics, multimedia data analysis, and data science. The journal Pattern Recognition, established half a century ago during the early days of computer science, has since grown significantly in scope and influence.