{"id":"https://openalex.org/W2809347635","doi":"https://doi.org/10.1109/lcn.2018.8638045","title":"Mobile Users Location Prediction with Complex Behavior Understanding","display_name":"Mobile Users Location Prediction with Complex Behavior Understanding","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2809347635","doi":"https://doi.org/10.1109/lcn.2018.8638045","mag":"2809347635"},"language":"en","primary_location":{"id":"doi:10.1109/lcn.2018.8638045","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcn.2018.8638045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 43rd Conference on Local Computer Networks (LCN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079512546","display_name":"Mostafa Karimzadeh","orcid":"https://orcid.org/0000-0002-1949-6857"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Mostafa Karimzadeh","raw_affiliation_strings":["Institute of Computer Science, University of Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078322039","display_name":"Zhongliang Zhao","orcid":"https://orcid.org/0000-0002-0979-9272"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Zhongliang Zhao","raw_affiliation_strings":["Institute of Computer Science, University of Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090709200","display_name":"Florian Gerber","orcid":"https://orcid.org/0000-0001-8545-5263"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Florian Gerber","raw_affiliation_strings":["Institute of Computer Science, University of Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087658596","display_name":"Torsten Braun","orcid":"https://orcid.org/0000-0001-5968-7108"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Torsten Braun","raw_affiliation_strings":["Institute of Computer Science, University of Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5079512546"],"corresponding_institution_ids":["https://openalex.org/I118564535"],"apc_list":null,"apc_paid":null,"fwci":1.4681,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.84932695,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"323","last_page":"326"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.9790999889373779,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.9761000275611877,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8322252035140991},{"id":"https://openalex.org/keywords/predictability","display_name":"Predictability","score":0.8274886012077332},{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.6978301405906677},{"id":"https://openalex.org/keywords/global-positioning-system","display_name":"Global Positioning System","score":0.6632274985313416},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.6304707527160645},{"id":"https://openalex.org/keywords/location-based-service","display_name":"Location-based service","score":0.5243045091629028},{"id":"https://openalex.org/keywords/mobility-model","display_name":"Mobility model","score":0.5152009129524231},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.5086206197738647},{"id":"https://openalex.org/keywords/location-data","display_name":"Location data","score":0.47414347529411316},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.46214020252227783},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.4125666618347168},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40315350890159607},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.2726137936115265},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.23291635513305664},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.17892590165138245},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1388120949268341},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11132541298866272}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8322252035140991},{"id":"https://openalex.org/C197640229","wikidata":"https://www.wikidata.org/wiki/Q2534066","display_name":"Predictability","level":2,"score":0.8274886012077332},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.6978301405906677},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.6632274985313416},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.6304707527160645},{"id":"https://openalex.org/C155292070","wikidata":"https://www.wikidata.org/wiki/Q1198122","display_name":"Location-based service","level":2,"score":0.5243045091629028},{"id":"https://openalex.org/C191485582","wikidata":"https://www.wikidata.org/wiki/Q6887309","display_name":"Mobility model","level":2,"score":0.5152009129524231},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.5086206197738647},{"id":"https://openalex.org/C2988186277","wikidata":"https://www.wikidata.org/wiki/Q5915793","display_name":"Location data","level":2,"score":0.47414347529411316},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.46214020252227783},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.4125666618347168},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40315350890159607},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2726137936115265},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23291635513305664},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.17892590165138245},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1388120949268341},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11132541298866272},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lcn.2018.8638045","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcn.2018.8638045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 43rd Conference on Local Computer Networks (LCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1964461063","https://openalex.org/W1983522293","https://openalex.org/W2006342384","https://openalex.org/W2024877464","https://openalex.org/W2077451659","https://openalex.org/W2123872940","https://openalex.org/W2519706319","https://openalex.org/W2548141067","https://openalex.org/W2618275257","https://openalex.org/W2777336709","https://openalex.org/W2791836213"],"related_works":["https://openalex.org/W2086660915","https://openalex.org/W2530461896","https://openalex.org/W3037102533","https://openalex.org/W4293214521","https://openalex.org/W2107790799","https://openalex.org/W2125628134","https://openalex.org/W3021988398","https://openalex.org/W3043692900","https://openalex.org/W2555433708","https://openalex.org/W2783676007"],"abstract_inverted_index":{"The":[0,32,48],"growing":[1],"ubiquity":[2],"of":[3,19,22,28,35,44,50,151,188],"smart-phones":[4],"equipped":[5],"with":[6],"built-in":[7],"sensors":[8],"and":[9,145],"global":[10],"positioning":[11],"system":[12],"(GPS)":[13],"has":[14],"resulted":[15],"in":[16,126],"the":[17,26,106,110,156,165],"collection":[18],"large":[20,33],"volumes":[21],"mobility":[23,37],"data":[24,38,73,127],"without":[25],"need":[27],"any":[29],"additional":[30],"devices.":[31],"size":[34],"heterogeneous":[36],"gives":[39],"rise":[40],"to":[41,56,75,88,98,103,116,123,148],"rapid":[42],"development":[43],"location-based":[45],"services":[46],"(LBSs).":[47],"predictability":[49],"mobile":[51,90],"users'":[52,91],"behavior":[53],"is":[54,121],"essential":[55],"enhance":[57],"LBSs.":[58],"To":[59,129,154],"predict":[60,89],"human":[61],"mobility,":[62],"many":[63],"techniques":[64,70],"have":[65,137],"been":[66],"proposed.":[67],"However,":[68],"existing":[69,117],"require":[71],"good":[72],"quality":[74,102],"guarantee":[76],"optimal":[77],"performance.":[78],"In":[79],"this":[80],"paper,":[81],"we":[82,136,159],"proposed":[83,139],"a":[84,140,161,181],"hybrid":[85],"Markov":[86,113],"chain":[87],"future":[92,183],"locations.":[93],"Our":[94],"model":[95,120],"constantly":[96],"adapts":[97],"available":[99],"user":[100,134,184],"trace":[101],"select":[104],"either":[105],"first":[107],"order":[108,112],"or":[109],"second":[111],"chain.":[114],"Compared":[115],"solutions,":[118],"our":[119],"adaptive":[122],"discrete":[124],"gaps":[125],"trace.":[128],"help":[130],"us":[131],"understanding":[132],"complex":[133],"behaviors,":[135],"also":[138],"technique":[141],"benefiting":[142],"both":[143],"temporal":[144],"spatial":[146],"parameters":[147],"extract":[149],"Zone":[150],"Interests":[152],"(ZOIs).":[153],"evaluate":[155],"algorithm's":[157],"performance,":[158],"use":[160],"real-life":[162],"dataset":[163],"from":[164,176],"Nokia":[166],"Mobile":[167],"Data":[168],"Challenge":[169],"(MDC)":[170],"collected":[171],"around":[172],"Lake":[173],"Geneva":[174],"region":[175],"180":[177],"users.":[178],"We":[179],"found":[180],"satisfactory":[182],"location":[185],"prediction":[186],"accuracy":[187],"70":[189],"-":[190],"84%.":[191]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
