{"title":"浅层生成模型与深度生成模型的协同融合,提高数据稀缺环境下的机器学习效率和分类性能","authors":"K. Bhat, S. Sofi","doi":"10.1007/s41870-024-02120-5","DOIUrl":null,"url":null,"abstract":"","PeriodicalId":14138,"journal":{"name":"International Journal of Information Technology","volume":"56 5","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A synergistic fusion of shallow and deep generative model to enhance machine learning efficacy and classification performance in data-scarce environments\",\"authors\":\"K. Bhat, S. Sofi\",\"doi\":\"10.1007/s41870-024-02120-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\",\"PeriodicalId\":14138,\"journal\":{\"name\":\"International Journal of Information Technology\",\"volume\":\"56 5\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Information Technology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1007/s41870-024-02120-5\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Information Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1007/s41870-024-02120-5","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A synergistic fusion of shallow and deep generative model to enhance machine learning efficacy and classification performance in data-scarce environments