{"id":"https://openalex.org/W2562585624","doi":"https://doi.org/10.1609/aaai.v30i1.10086","title":"Minimizing User Involvement for Learning Human Mobility Patterns from Location Traces","display_name":"Minimizing User Involvement for Learning Human Mobility Patterns from Location Traces","publication_year":2016,"publication_date":"2016-02-21","ids":{"openalex":"https://openalex.org/W2562585624","doi":"https://doi.org/10.1609/aaai.v30i1.10086","mag":"2562585624"},"language":"en","primary_location":{"id":"doi:10.1609/aaai.v30i1.10086","doi":"https://doi.org/10.1609/aaai.v30i1.10086","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v30i1.10086","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1609/aaai.v30i1.10086","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040031136","display_name":"Basma Alharbi","orcid":"https://orcid.org/0000-0001-5399-2320","observed_orcids":["https://orcid.org/0000-0001-5399-2320"]},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Basma Alharbi","raw_affiliation_strings":["King Abdullah University of Science and Technology (KAUST)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology (KAUST)","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034660308","display_name":"Abdulhakim A. Qahtan","orcid":"https://orcid.org/0000-0001-8254-1764","observed_orcids":["https://orcid.org/0000-0001-8254-1764"]},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdulhakim Qahtan","raw_affiliation_strings":["King Abdullah University of Science and Technology (KAUST)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology (KAUST)","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000755750","display_name":"Xiangliang Zhang","orcid":"https://orcid.org/0000-0002-3574-5665","observed_orcids":["https://orcid.org/0000-0002-3574-5665"]},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Xiangliang Zhang","raw_affiliation_strings":["King Abdullah University of Science and Technology (KAUST)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Abdullah University of Science and Technology (KAUST)","institution_ids":["https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I71920554"],"apc_list":null,"apc_paid":null,"fwci":3.4577,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.93504864,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":87,"max":97},"biblio":{"volume":"30","issue":"1","first_page":null,"last_page":null},"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":0.9721999764442444,"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":0.9721999764442444,"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/T11106","display_name":"Data Management and Algorithms","score":0.02419999986886978,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/human-mobility-patterns","display_name":"human mobility patterns","score":0.9620000123977661},{"id":"https://openalex.org/keywords/location-traces","display_name":"location traces","score":0.9610000252723694},{"id":"https://openalex.org/keywords/trajectory-analysis","display_name":"trajectory analysis","score":0.6420000195503235},{"id":"https://openalex.org/keywords/probabilistic-graphical-models","display_name":"probabilistic graphical models","score":0.8100000023841858},{"id":"https://openalex.org/keywords/latent-concepts","display_name":"latent concepts","score":0.6909999847412109},{"id":"https://openalex.org/keywords/motifs","display_name":"motifs","score":0.753000020980835},{"id":"https://openalex.org/keywords/link-prediction","display_name":"link prediction","score":0.7950000166893005},{"id":"https://openalex.org/keywords/user-activity-level","display_name":"user activity level","score":0.6499999761581421}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8031258583068848},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6772726774215698},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6303951740264893},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.5960772633552551},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.5582364201545715},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5352160930633545},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5050004124641418},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.49610623717308044},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49444031715393066},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4596211016178131},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4564438462257385},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.4548495411872864},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.44047820568084717},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.42921721935272217},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3413751423358917},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","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},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1609/aaai.v30i1.10086","doi":"https://doi.org/10.1609/aaai.v30i1.10086","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v30i1.10086","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:ojs.aaai.org:article/10086","doi":null,"is_oa":true,"landing_page_url":"https://ojs.aaai.org/index.php/AAAI/article/view/10086","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/10086/9945","source":{"id":"https://openalex.org/S4306400155","display_name":"AAAI Publications (The Association for the Advancement of Artificial Intelligence (AAAI))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801652627","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/I2801652627"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2159-5399","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:repository.kaust.edu.sa:10754/666588","doi":null,"is_oa":false,"landing_page_url":"http://hdl.handle.net/10754/666588","pdf_url":null,"source":{"id":"https://openalex.org/S4306401596","display_name":"King Abdullah University of Science and Technology Repository (King Abdullah University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I71920554","host_organization_name":"King Abdullah University of Science and Technology","host_organization_lineage":["https://openalex.org/I71920554"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":{"id":"doi:10.1609/aaai.v30i1.10086","doi":"https://doi.org/10.1609/aaai.v30i1.10086","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v30i1.10086","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-2","norway-1"],"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322320","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2562585624.pdf","grobid_xml":"https://content.openalex.org/works/W2562585624.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W34646664","https://openalex.org/W142583486","https://openalex.org/W159693449","https://openalex.org/W1485815177","https://openalex.org/W1498269992","https://openalex.org/W1880262756","https://openalex.org/W1892382968","https://openalex.org/W1947594277","https://openalex.org/W1982300822","https://openalex.org/W1987228002","https://openalex.org/W1988545169","https://openalex.org/W2047240862","https://openalex.org/W2058839679","https://openalex.org/W2097225206","https://openalex.org/W2103587173","https://openalex.org/W2104210067","https://openalex.org/W2110953678","https://openalex.org/W2126194848","https://openalex.org/W2151373442","https://openalex.org/W2153207204","https://openalex.org/W2154454189","https://openalex.org/W2159426623","https://openalex.org/W2165842986","https://openalex.org/W2167467982","https://openalex.org/W2169606435","https://openalex.org/W2171634212","https://openalex.org/W2280440205","https://openalex.org/W2294060203","https://openalex.org/W2294723619","https://openalex.org/W2420733993","https://openalex.org/W4232197496","https://openalex.org/W4244928213","https://openalex.org/W4252435334","https://openalex.org/W6685078230","https://openalex.org/W6717622092"],"related_works":["https://openalex.org/W2623715884","https://openalex.org/W4417283822","https://openalex.org/W3169193436","https://openalex.org/W4206779296","https://openalex.org/W2980707094","https://openalex.org/W4416682785","https://openalex.org/W4382317537","https://openalex.org/W2899610511","https://openalex.org/W4385270256","https://openalex.org/W4400507172"],"abstract_inverted_index":{"Utilizing":[0],"trajectories":[1],"for":[2,11,40],"modeling":[3],"human":[4,29],"mobility":[5],"often":[6],"involves":[7],"extracting":[8],"descriptive":[9],"features":[10],"each":[12],"individual,":[13],"a":[14,48,109],"procedure":[15],"heavily":[16],"based":[17],"on":[18,100],"experts'":[19],"knowledge.":[20],"In":[21],"this":[22],"work,":[23],"our":[24,73,93,115],"objective":[25],"is":[26],"to":[27,117],"minimize":[28],"involvement":[30],"and":[31,113],"exploit":[32],"the":[33,87,105],"power":[34],"of":[35,55,63,82,119],"community":[36],"in":[37,69,90,108],"learning":[38],"`features'":[39],"individuals":[41],"from":[42,60,78],"their":[43],"location":[44,80,91],"traces.":[45],"We":[46,103],"propose":[47],"probabilistic":[49],"graphical":[50],"model":[51,74,94],"that":[52],"learns":[53,75],"distribution":[54],"latent":[56],"concepts,":[57],"named":[58],"motifs,":[59],"anonymized":[61],"sequences":[62],"user":[64,70],"locations.":[65],"To":[66,85],"handle":[67,86],"variation":[68,89],"activity":[71],"level,":[72],"motif":[76],"distributions":[77],"sequence-level":[79],"co-occurrence":[81],"all":[83],"users.":[84],"big":[88],"popularity,":[92],"uses":[95],"an":[96],"asymmetric":[97],"prior,":[98],"conditioned":[99],"per-sequence":[101],"features.":[102],"evaluate":[104],"new":[106],"representation":[107],"link":[110],"prediction":[111],"task":[112],"compare":[114],"results":[116],"those":[118],"baseline":[120],"approaches.":[121]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2017-01-06T00:00:00"}