Fan Mou, Yong He, Jing Peng, Yi Ma, Ze-zhong Zheng, Shengli Wang, Jiang Li
{"title":"A New Urban Functional Regions Minig Method with MPETM","authors":"Fan Mou, Yong He, Jing Peng, Yi Ma, Ze-zhong Zheng, Shengli Wang, Jiang Li","doi":"10.1109/ICCWAMTIP.2018.8632580","DOIUrl":null,"url":null,"abstract":"Urban functional regions mining plays an important role in Smart Cities. At present, the main approaches to deal with this problem are probabilistic topic models. Some researchers also use deep learning methods to solve this problem. In this paper, we present a new method for urban functional regions mining called MPETM which combines deep learning and probabilistic topic models. Experiment results show that the MPETM framework has superior accuracy than other current popular methods.","PeriodicalId":117919,"journal":{"name":"2018 15th International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP)","volume":"87 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 15th International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCWAMTIP.2018.8632580","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Urban functional regions mining plays an important role in Smart Cities. At present, the main approaches to deal with this problem are probabilistic topic models. Some researchers also use deep learning methods to solve this problem. In this paper, we present a new method for urban functional regions mining called MPETM which combines deep learning and probabilistic topic models. Experiment results show that the MPETM framework has superior accuracy than other current popular methods.