{"title":"Enhanced Ensemble Models for Predictive Modeling: A Conceptual Framework","authors":"Janson Luke Ong Wai Kit, V. Asirvadam, M. Hassan","doi":"10.1109/CSPA52141.2021.9377299","DOIUrl":null,"url":null,"abstract":"Ensemble Model learnings refers to a collection of techniques that combine multiple learning algorithms to improve overall prediction accuracy and persistency. This paper looks into the conceptual framework of how to enhance the ensemble model techniques and provide a comprehensive study on predictive model approach using an enhanced ensemble model. We explore the framework, performance evaluation and experimental approach.","PeriodicalId":194655,"journal":{"name":"2021 IEEE 17th International Colloquium on Signal Processing & Its Applications (CSPA)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 17th International Colloquium on Signal Processing & Its Applications (CSPA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CSPA52141.2021.9377299","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
Ensemble Model learnings refers to a collection of techniques that combine multiple learning algorithms to improve overall prediction accuracy and persistency. This paper looks into the conceptual framework of how to enhance the ensemble model techniques and provide a comprehensive study on predictive model approach using an enhanced ensemble model. We explore the framework, performance evaluation and experimental approach.