Mattyws F. Grawe, C. A. Martins, Andreia Gentil Bonfante
{"title":"Automated Patent Classification Using Word Embedding","authors":"Mattyws F. Grawe, C. A. Martins, Andreia Gentil Bonfante","doi":"10.1109/ICMLA.2017.0-127","DOIUrl":null,"url":null,"abstract":"Patent classification is the task of assign a special code to a patent, where the assigned code is used to group patents with similar subject into a same category. This paper presents a patent categorization method based on word embedding and long short term memory network to classify patents down to the subgroup IPC level. The experimental results indicate that our classification method achieve 63\\% accuracy at the subgroup level.","PeriodicalId":6636,"journal":{"name":"2017 16th IEEE International Conference on Machine Learning and Applications (ICMLA)","volume":"29 1","pages":"408-411"},"PeriodicalIF":0.0000,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"42","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 16th IEEE International Conference on Machine Learning and Applications (ICMLA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMLA.2017.0-127","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 42
Abstract
Patent classification is the task of assign a special code to a patent, where the assigned code is used to group patents with similar subject into a same category. This paper presents a patent categorization method based on word embedding and long short term memory network to classify patents down to the subgroup IPC level. The experimental results indicate that our classification method achieve 63\% accuracy at the subgroup level.