{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,1]],"date-time":"2022-04-01T07:52:45Z","timestamp":1648799565792},"reference-count":13,"publisher":"World Scientific Pub Co Pte Lt","issue":"04","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Info. Know. Mgmt."],"published-print":{"date-parts":[[2006,12]]},"abstract":"<jats:p> In the development of location-based services, various location-sensing techniques and experimental\/commercial services have been used. However, conventional location-based services are limited in terms of flexibility because they depend on the current location of the user. We propose a novel method of predicting the user's future movements in order to develop advanced location-based services. The user's movement trajectory is modelled using a combination of recurrent self-organising maps (RSOM) and the Markov model. Future movement is predicted based on past movement trajectories. A prototype application based on location prediction is also presented. This application is a mobile user assistant targeted to university students. To verify the proposed method, a GPS dataset was collected on the Yonsei University campus. The results were promising enough to confirm that the application works flexibly even in ambiguous situations. <\/jats:p>","DOI":"10.1142\/s0219649206001554","type":"journal-article","created":{"date-parts":[[2007,1,4]],"date-time":"2007-01-04T13:34:23Z","timestamp":1167917663000},"page":"291-301","source":"Crossref","is-referenced-by-count":0,"title":["Learning Trajectory Information with Neural Networks and the Markov Model to Develop Intelligent Location-Based Services"],"prefix":"10.1142","volume":"05","author":[{"given":"Sang-Jun","family":"Han","sequence":"first","affiliation":[{"name":"Digital Media R&amp;D Center, Samsung Electronics Co., Ltd., Maetan3-Dong, Yeongtong-Gu, Suwon-City, Gyeonggi-Do 443-742, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sung-Bae","family":"Cho","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Yonsei University, 134 Shinchon-dong, Sudaemoon-ku, Seoul 120-749, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf2","doi-asserted-by":"publisher","DOI":"10.1007\/s00779-003-0240-0"},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2003.1228525"},{"key":"rf4","doi-asserted-by":"publisher","DOI":"10.1007\/s00779-004-0267-x"},{"key":"rf5","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.1999.736338"},{"key":"rf7","volume-title":"Neural Networks: A Comprehensive Foundation","author":"Haykin S.","year":"1999"},{"key":"rf8","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2004.1266301"},{"key":"rf9","doi-asserted-by":"publisher","DOI":"10.1109\/2.940014"},{"key":"rf10","doi-asserted-by":"publisher","DOI":"10.1109\/5.58325"},{"key":"rf12","first-page":"60","volume":"2","author":"Koskela T.","journal-title":"International Journal of Knowledge-Based Intelligent Engineering Systems"},{"key":"rf14","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2003.1203757"},{"key":"rf15","first-page":"117","volume":"8","author":"Pousman Z.","journal-title":"Personal and Ubiquitous Computing"},{"key":"rf18","doi-asserted-by":"publisher","DOI":"10.1145\/268092.268108"},{"key":"rf19","volume-title":"Operations Research: Applications and Algorithms","author":"Winston W. L.","year":"1994"}],"container-title":["Journal of Information &amp; Knowledge Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219649206001554","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T03:28:27Z","timestamp":1565148507000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0219649206001554"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006,12]]},"references-count":13,"journal-issue":{"issue":"04","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2006,12]]}},"alternative-id":["10.1142\/S0219649206001554"],"URL":"https:\/\/doi.org\/10.1142\/s0219649206001554","relation":{},"ISSN":["0219-6492","1793-6926"],"issn-type":[{"value":"0219-6492","type":"print"},{"value":"1793-6926","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006,12]]}}}