{"title":"More Smear-Based Variable Selection Heuristics for NCSPs","authors":"Ignacio Araya, Víctor Reyes, Cristian Oreallana","doi":"10.1109/ICTAI.2013.151","DOIUrl":null,"url":null,"abstract":"In this work we attempt to study and discover the principles behind one of the most succesfulvariable selection heuristics in branch-and-prune interval-based solvers: the Smear-based heuristics. Why these heuristics work? Which is their objective?Can we do any better?Based on the principles of the Smear functionand the well-known first-fail principle: \"To succeed, try first where you are most likely to fail\" we propose several variable selection heuristics. The heuristics are tested and compared to the Smear-based oneson solving twenty nonlinear systems of equations. We report our first results and conclusions.","PeriodicalId":140309,"journal":{"name":"2013 IEEE 25th International Conference on Tools with Artificial Intelligence","volume":"64 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 IEEE 25th International Conference on Tools with Artificial Intelligence","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICTAI.2013.151","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8
Abstract
In this work we attempt to study and discover the principles behind one of the most succesfulvariable selection heuristics in branch-and-prune interval-based solvers: the Smear-based heuristics. Why these heuristics work? Which is their objective?Can we do any better?Based on the principles of the Smear functionand the well-known first-fail principle: "To succeed, try first where you are most likely to fail" we propose several variable selection heuristics. The heuristics are tested and compared to the Smear-based oneson solving twenty nonlinear systems of equations. We report our first results and conclusions.