{"title":"A new method for query generation applied to learning text classifiers","authors":"L. Jimmy, Q. Mohamed","doi":"10.1109/WI.2003.1241284","DOIUrl":null,"url":null,"abstract":"We introduce a new method for query generation. This method uses only a logical approach and does not need a statistical process or a natural language processing. The main interest of this new method is the abstraction. We discuss a method for learning a text classifier and query generation for this classifier. The two problems are resolved in a complementary approach using our query generation method and SVM as text classifiers. We use this approach for studying words polysemy. Our method generates queries in order to retrieve documents about a specific sense of the word and in the same time learning the associated text classifier. Our method have good results.","PeriodicalId":403574,"journal":{"name":"Proceedings IEEE/WIC International Conference on Web Intelligence (WI 2003)","volume":"80 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2003-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings IEEE/WIC International Conference on Web Intelligence (WI 2003)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/WI.2003.1241284","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
We introduce a new method for query generation. This method uses only a logical approach and does not need a statistical process or a natural language processing. The main interest of this new method is the abstraction. We discuss a method for learning a text classifier and query generation for this classifier. The two problems are resolved in a complementary approach using our query generation method and SVM as text classifiers. We use this approach for studying words polysemy. Our method generates queries in order to retrieve documents about a specific sense of the word and in the same time learning the associated text classifier. Our method have good results.