{"title":"A Testing Tool for Machine Learning Applications","authors":"Yelin Liu, Yang Liu, T. Chen, Z. Zhou","doi":"10.1145/3387940.3392694","DOIUrl":null,"url":null,"abstract":"We present the design of MTKeras, a generic metamorphic testing framework for machine learning, and demonstrate its effectiveness through case studies in image classification and sentiment analysis.","PeriodicalId":309659,"journal":{"name":"Proceedings of the IEEE/ACM 42nd International Conference on Software Engineering Workshops","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2020-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the IEEE/ACM 42nd International Conference on Software Engineering Workshops","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3387940.3392694","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
We present the design of MTKeras, a generic metamorphic testing framework for machine learning, and demonstrate its effectiveness through case studies in image classification and sentiment analysis.