{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T04:28:05Z","timestamp":1750307285869,"version":"3.41.0"},"reference-count":3,"publisher":"Association for Computing Machinery (ACM)","issue":"4","license":[{"start":{"date-parts":[[2010,11,22]],"date-time":"2010-11-22T00:00:00Z","timestamp":1290384000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["SIGMOBILE Mob. Comput. Commun. Rev."],"published-print":{"date-parts":[[2011,2,8]]},"abstract":"<jats:p>User online behavior and interests will play a central role in future mobile networks. We propose a systematic method based on self-organizing maps (SOM) for multi-dimensional modeling and analysis of online activity for thousands of mobile users over a variety of web domains across several buildings. We find surprisingly that users' trends based on domains and locations can be accurately modeled using self-organizing maps with clearly distinct characteristics. We also find many non-trivial correlations between different types of web domains and locations. The results of our work can be applied for realistic simulation and design of large mobile societies.<\/jats:p>","DOI":"10.1145\/1942268.1942274","type":"journal-article","created":{"date-parts":[[2011,2,15]],"date-time":"2011-02-15T18:30:59Z","timestamp":1297794659000},"page":"13-15","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Modeling of internet usage in large mobile societies using self-organizing maps"],"prefix":"10.1145","volume":"14","author":[{"given":"Saeed","family":"Moghaddam","sequence":"first","affiliation":[{"name":"University of Florida, Gainesville, FL"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ahmed","family":"Helmy","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2010,11,22]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00337288"},{"key":"e_1_2_1_2_1","doi-asserted-by":"crossref","unstructured":"S. Moghaddam A. Helmy \"Spatio-temporal modeling of wireless users Internet access patterns using self-organizing maps \" CoRR abs\/1008.4904: (2010).  S. Moghaddam A. Helmy \"Spatio-temporal modeling of wireless users Internet access patterns using self-organizing maps \" CoRR abs\/1008.4904: (2010).","DOI":"10.1109\/INFCOM.2011.5935212"},{"key":"e_1_2_1_3_1","first-page":"3033","article-title":"Profile-Cast: behavior-Aware Mobile Networking","author":"Hsu W.","year":"2008","unstructured":"W. Hsu , D. Dutta , and A. Helmy , \" Profile-Cast: behavior-Aware Mobile Networking ,\" In Proc. of the IEEE WCNC , pp. 3033 -- 3038 , March 2008 . W. Hsu, D. Dutta, and A. Helmy, \"Profile-Cast: behavior-Aware Mobile Networking,\" In Proc. of the IEEE WCNC, pp. 3033--3038, March 2008.","journal-title":"Proc. of the IEEE WCNC"}],"container-title":["ACM SIGMOBILE Mobile Computing and Communications Review"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1942268.1942274","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/1942268.1942274","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T10:59:36Z","timestamp":1750244376000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1942268.1942274"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,11,22]]},"references-count":3,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2011,2,8]]}},"alternative-id":["10.1145\/1942268.1942274"],"URL":"https:\/\/doi.org\/10.1145\/1942268.1942274","relation":{},"ISSN":["1559-1662","1931-1222"],"issn-type":[{"type":"print","value":"1559-1662"},{"type":"electronic","value":"1931-1222"}],"subject":[],"published":{"date-parts":[[2010,11,22]]},"assertion":[{"value":"2010-11-22","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}