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As a result, based on the analyzed results, new types of location-based services emerge. In this article, we first introduce the recent advances in location-based user preferences modeling, which includes: 1) inferring users demographics, 2) identifying users novelty-seeking characteristics and 3) discovering users shopping impulsiveness. After that, we present a comprehensive summary on the state-of-arts of the location-based services, which take advantage of the geo-social media, including: 1) location-based recommendations, 2) location-based predication.<\/jats:p>","DOI":"10.1145\/2876480.2876484","type":"journal-article","created":{"date-parts":[[2016,1,12]],"date-time":"2016-01-12T13:18:52Z","timestamp":1452604732000},"page":"11-18","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":14,"title":["Geo-social media data analytic for user modeling and location-based services"],"prefix":"10.1145","volume":"7","author":[{"given":"Jie","family":"Bao","sequence":"first","affiliation":[{"name":"Microsoft Research, China"}]},{"given":"Defu","family":"Lian","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China"}]},{"given":"Fuzheng","family":"Zhang","sequence":"additional","affiliation":[{"name":"Microsoft Research, China"}]},{"given":"Nicholas Jing","family":"Yuan","sequence":"additional","affiliation":[{"name":"Microsoft Research, China"}]}],"member":"320","published-online":{"date-parts":[[2016,1,11]]},"reference":[{"doi-asserted-by":"publisher","key":"e_1_2_1_1_1","DOI":"10.1007\/s00779-003-0240-0"},{"doi-asserted-by":"publisher","key":"e_1_2_1_2_1","DOI":"10.1147\/JRD.2014.2344514"},{"doi-asserted-by":"publisher","key":"e_1_2_1_3_1","DOI":"10.1145\/2424321.2424348"},{"doi-asserted-by":"publisher","key":"e_1_2_1_4_1","DOI":"10.1007\/s10707-014-0220-8"},{"doi-asserted-by":"publisher","key":"e_1_2_1_5_1","DOI":"10.3115\/981863.981904"},{"doi-asserted-by":"publisher","key":"e_1_2_1_6_1","DOI":"10.1145\/2020408.2020579"},{"doi-asserted-by":"publisher","key":"e_1_2_1_7_1","DOI":"10.1119\/1.1937609"},{"volume-title":"Proceedings of ICWSM'12","year":"2012","author":"Gao H.","key":"e_1_2_1_8_1"},{"doi-asserted-by":"publisher","key":"e_1_2_1_9_1","DOI":"10.1038\/nature06958"},{"doi-asserted-by":"publisher","key":"e_1_2_1_10_1","DOI":"10.1145\/324133.324140"},{"doi-asserted-by":"publisher","key":"e_1_2_1_11_1","DOI":"10.1057\/palgrave.jibs.8400250"},{"doi-asserted-by":"publisher","key":"e_1_2_1_12_1","DOI":"10.1145\/2629557"},{"doi-asserted-by":"publisher","key":"e_1_2_1_13_1","DOI":"10.1145\/2623330.2623638"},{"doi-asserted-by":"publisher","key":"e_1_2_1_14_1","DOI":"10.1007\/978-3-319-06608-0_9"},{"doi-asserted-by":"publisher","key":"e_1_2_1_15_1","DOI":"10.1016\/j.pmcj.2013.07.016"},{"doi-asserted-by":"publisher","key":"e_1_2_1_17_1","DOI":"10.5555\/2391319.2391438"},{"doi-asserted-by":"publisher","key":"e_1_2_1_18_1","DOI":"10.1207\/s15327663jcp0502_01"},{"doi-asserted-by":"publisher","key":"e_1_2_1_19_1","DOI":"10.1086\/208815"},{"doi-asserted-by":"publisher","key":"e_1_2_1_20_1","DOI":"10.1109\/MDM.2009.66"},{"doi-asserted-by":"publisher","key":"e_1_2_1_21_1","DOI":"10.1145\/2093973.2094027"},{"doi-asserted-by":"publisher","key":"e_1_2_1_22_1","DOI":"10.1109\/INFCOM.2004.1357026"},{"doi-asserted-by":"publisher","key":"e_1_2_1_23_1","DOI":"10.1145\/2339530.2339561"},{"doi-asserted-by":"publisher","key":"e_1_2_1_24_1","DOI":"10.1145\/2566486.2567976"},{"doi-asserted-by":"publisher","key":"e_1_2_1_25_1","DOI":"10.1145\/2750858.2805828"},{"doi-asserted-by":"publisher","key":"e_1_2_1_26_1","DOI":"10.1145\/1526709.1526816"},{"doi-asserted-by":"publisher","key":"e_1_2_1_27_1","DOI":"10.1145\/2684822.2685287"}],"container-title":["SIGSPATIAL Special"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2876480.2876484","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2876480.2876484","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:39:10Z","timestamp":1750221550000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2876480.2876484"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,1,11]]},"references-count":26,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2016,1,11]]}},"alternative-id":["10.1145\/2876480.2876484"],"URL":"https:\/\/doi.org\/10.1145\/2876480.2876484","relation":{},"ISSN":["1946-7729"],"issn-type":[{"type":"electronic","value":"1946-7729"}],"subject":[],"published":{"date-parts":[[2016,1,11]]},"assertion":[{"value":"2016-01-11","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}