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Discovering urban spatial-temporal structure from human activity patterns 从人类活动模式看城市时空结构
UrbComp '12 Pub Date : 2012-08-01 DOI: 10.1145/2346496.2346512
Shan Jiang, J. Ferreira, Marta C. González
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引用次数: 104
Inferring land use from mobile phone activity 通过手机活动推断土地使用情况
UrbComp '12 Pub Date : 2012-07-03 DOI: 10.1145/2346496.2346498
Jameson L. Toole, M. Ulm, D. Bauer, Marta C. González
{"title":"Inferring land use from mobile phone activity","authors":"Jameson L. Toole, M. Ulm, D. Bauer, Marta C. González","doi":"10.1145/2346496.2346498","DOIUrl":"https://doi.org/10.1145/2346496.2346498","url":null,"abstract":"Understanding the spatiotemporal distribution of people within a city is crucial to many planning applications. Obtaining data to create required knowledge, currently involves costly survey methods. At the same time ubiquitous mobile sensors from personal GPS devices to mobile phones are collecting massive amounts of data on urban systems. The locations, communications, and activities of millions of people are recorded and stored by new information technologies. This work utilizes novel dynamic data, generated by mobile phone users, to measure spatiotemporal changes in population. In the process, we identify the relationship between land use and dynamic population over the course of a typical week. A machine learning classification algorithm is used to identify clusters of locations with similar zoned uses and mobile phone activity patterns. It is shown that the mobile phone data is capable of delivering useful information on actual land use that supplements zoning regulations.","PeriodicalId":350527,"journal":{"name":"UrbComp '12","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2012-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124728355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 312
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