{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,18]],"date-time":"2025-10-18T10:47:51Z","timestamp":1760784471913},"reference-count":61,"publisher":"IGI Global","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"abstract":"<jats:p>This article describes how understanding human mobility behavior is of great significance for predicting a broad range of socioeconomic phenomena in contemporary society. Although many studies have been conducted to uncover behavioral patterns of intra-urban and inter-urban human mobility, a fundamental question remains unanswered: To what degree is human mobility behavior predictable in new cities\u2014a person has never visited before? Location-based social networks with a large volume of check-in records provide an unprecedented opportunity to investigate cross-urban human mobility. The authors' empirical study on millions of records from Foursquare reveals the motives and behavioral patterns of non-natives in 59 cities across the United States. Inspired by the ideology of transfer learning, the authors also propose a machine learning model, which is designed based on the regularities that they found in this study, to predict cross-urban human whereabouts after non-natives move to new cities. The experimental results validate the effectiveness and efficiency of the proposed model, thus allowing us to predict and control activities driven by cross-urban human mobility, such as mobile recommendation, visual (personal) assistant, and epidemic prevention.<\/jats:p>","DOI":"10.4018\/ijwsr.2018070105","type":"journal-article","created":{"date-parts":[[2018,5,10]],"date-time":"2018-05-10T16:11:12Z","timestamp":1525968672000},"page":"82-102","source":"Crossref","is-referenced-by-count":5,"title":["Cross-Urban Point-of-Interest Recommendation for Non-Natives"],"prefix":"10.4018","volume":"15","author":[{"given":"Tao","family":"Xu","sequence":"first","affiliation":[{"name":"Wuhan University, Wuhan, China"}]},{"given":"Yutao","family":"Ma","sequence":"additional","affiliation":[{"name":"Wuhan University, Wuhan, China & WISET Automation Co., Ltd., Wuhan, China"}]},{"given":"Qian","family":"Wang","sequence":"additional","affiliation":[{"name":"Wuhan University, Wuhan, China"}]}],"member":"2432","reference":[{"key":"IJWSR.2018070105-0","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0037676"},{"key":"IJWSR.2018070105-1","doi-asserted-by":"publisher","DOI":"10.1007\/s10707-014-0220-8"},{"key":"IJWSR.2018070105-2","doi-asserted-by":"publisher","DOI":"10.1098\/rsos.150046"},{"key":"IJWSR.2018070105-3","first-page":"2605","article-title":"Where You Like to Go Next: Successive Point-of-Interest Recommendation.","author":"C.Cheng","year":"2013","journal-title":"Proceedings of the 23rd International Joint Conference on Artificial Intelligence"},{"key":"IJWSR.2018070105-4","doi-asserted-by":"publisher","DOI":"10.1145\/2020408.2020579"},{"key":"IJWSR.2018070105-5","doi-asserted-by":"publisher","DOI":"10.1098\/rspb.2013.0763"},{"key":"IJWSR.2018070105-6","doi-asserted-by":"publisher","DOI":"10.1016\/j.envpol.2014.12.013"},{"key":"IJWSR.2018070105-7","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms12600"},{"key":"IJWSR.2018070105-8","first-page":"1721","article-title":"Content-Aware Point of Interest Recommendation on Location-Based Social Networks.","author":"H.Gao","year":"2015","journal-title":"Proceedings of the 29th AAAI Conference on Artificial Intelligence"},{"key":"IJWSR.2018070105-9","doi-asserted-by":"publisher","DOI":"10.1038\/nature06958"},{"key":"IJWSR.2018070105-10","doi-asserted-by":"publisher","DOI":"10.1007\/s10955-012-0645-0"},{"key":"IJWSR.2018070105-11","doi-asserted-by":"publisher","DOI":"10.1145\/2505821.2505823"},{"key":"IJWSR.2018070105-12","doi-asserted-by":"publisher","DOI":"10.1145\/2840722"},{"key":"IJWSR.2018070105-13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-32025-0_21"},{"key":"IJWSR.2018070105-14","doi-asserted-by":"publisher","DOI":"10.1109\/CC.2015.7385525"},{"key":"IJWSR.2018070105-15","doi-asserted-by":"publisher","DOI":"10.1080\/00045608.2015.1081120"},{"key":"IJWSR.2018070105-16","first-page":"241","article-title":"Distribution de la flore alpine dans le bassin des Dranses et dans quelques r\u00e9gions voisines.","volume":"37","author":"P.Jaccard","year":"1901","journal-title":"Bulletin de la Soci\u00e9t\u00e9 Vaudoise des Sciences Naturelles"},{"key":"IJWSR.2018070105-17","doi-asserted-by":"publisher","DOI":"10.2307\/2169636"},{"key":"IJWSR.2018070105-18","doi-asserted-by":"publisher","DOI":"10.1007\/BF02289588"},{"key":"IJWSR.2018070105-19","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0131469"},{"key":"IJWSR.2018070105-20","doi-asserted-by":"publisher","DOI":"10.1080\/02650487.2015.1093810"},{"key":"IJWSR.2018070105-21","doi-asserted-by":"publisher","DOI":"10.1145\/2448096.2448104"},{"key":"IJWSR.2018070105-22","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-015-5402-y"},{"key":"IJWSR.2018070105-23","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCULATIONAHA.106.176158"},{"key":"IJWSR.2018070105-24","first-page":"296","article-title":"An information-theoretic definition of similarity.","author":"D.Lin","year":"1998","journal-title":"Proceedings of the 15th International Conference on Machine Learning"},{"key":"IJWSR.2018070105-25","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2014.2362525"},{"key":"IJWSR.2018070105-26","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0086026"},{"key":"IJWSR.2018070105-27","doi-asserted-by":"publisher","DOI":"10.1080\/13658816.2012.696649"},{"key":"IJWSR.2018070105-28","doi-asserted-by":"publisher","DOI":"10.1177\/0042098010377363"},{"key":"IJWSR.2018070105-29","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMoa1014296"},{"key":"IJWSR.2018070105-30","doi-asserted-by":"publisher","DOI":"10.1046\/j.1365-2699.1999.00305.x"},{"key":"IJWSR.2018070105-31","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0037027"},{"key":"IJWSR.2018070105-32","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2010.01.001"},{"key":"IJWSR.2018070105-33","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.191"},{"key":"IJWSR.2018070105-34","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms9166"},{"key":"IJWSR.2018070105-35","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-016-3650-5"},{"key":"IJWSR.2018070105-36","doi-asserted-by":"publisher","DOI":"10.1145\/564376.564421"},{"key":"IJWSR.2018070105-37","doi-asserted-by":"publisher","DOI":"10.1098\/rsif.2013.0246"},{"key":"IJWSR.2018070105-38","doi-asserted-by":"publisher","DOI":"10.1126\/science.1177170"},{"key":"IJWSR.2018070105-39","doi-asserted-by":"publisher","DOI":"10.1126\/science.aam7032"},{"key":"IJWSR.2018070105-40","doi-asserted-by":"publisher","DOI":"10.1037\/a0023779"},{"key":"IJWSR.2018070105-41","doi-asserted-by":"publisher","DOI":"10.1145\/1148170.1148257"},{"key":"IJWSR.2018070105-42","doi-asserted-by":"publisher","DOI":"10.1177\/0894439313481424"},{"key":"IJWSR.2018070105-43","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939830"},{"key":"IJWSR.2018070105-44","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0097010"},{"key":"IJWSR.2018070105-45","doi-asserted-by":"publisher","DOI":"10.1038\/srep02678"},{"key":"IJWSR.2018070105-46","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2015.05.010"},{"key":"IJWSR.2018070105-47","doi-asserted-by":"publisher","DOI":"10.1145\/2814575"},{"key":"IJWSR.2018070105-48","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2016.11.101"},{"key":"IJWSR.2018070105-49","doi-asserted-by":"publisher","DOI":"10.1145\/2009916.2009962"},{"key":"IJWSR.2018070105-50","doi-asserted-by":"publisher","DOI":"10.1145\/2873055"},{"key":"IJWSR.2018070105-51","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339561"},{"key":"IJWSR.2018070105-52","doi-asserted-by":"publisher","DOI":"10.1145\/2484028.2484030"},{"key":"IJWSR.2018070105-53","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-015-0825-8"},{"key":"IJWSR.2018070105-54","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2014.09.014"},{"key":"IJWSR.2018070105-55","doi-asserted-by":"publisher","DOI":"10.1145\/2666310.2666400"},{"key":"IJWSR.2018070105-56","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2014.2328341"},{"key":"IJWSR.2018070105-57","unstructured":"Zhao, S., King, I., & Lyu, M. R. (2016b). A Survey of Point-of-interest Recommendation in Location-based Social Networks. https:\/\/arxiv.org\/abs\/1607.00647"},{"key":"IJWSR.2018070105-58","first-page":"315","article-title":"STELLAR: Spatial-Temporal Latent Ranking for Successive Point-of-Interest Recommendation.","author":"S.Zhao","year":"2016","journal-title":"Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence"},{"key":"IJWSR.2018070105-59","doi-asserted-by":"publisher","DOI":"10.1088\/1367-2630\/18\/5\/053025"},{"key":"IJWSR.2018070105-60","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-21786-4_14"}],"container-title":["International Journal of Web Services Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=205612","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,5]],"date-time":"2022-05-05T21:46:24Z","timestamp":1651787184000},"score":1,"resource":{"primary":{"URL":"http:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJWSR.2018070105"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":61,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.4018\/ijwsr.2018070105","relation":{},"ISSN":["1545-7362","1546-5004"],"issn-type":[{"value":"1545-7362","type":"print"},{"value":"1546-5004","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,7]]}}}