{"id":"https://openalex.org/W4310434537","doi":"https://doi.org/10.1016/j.compenvurbsys.2022.101910","title":"Graph-based mobility profiling","display_name":"Graph-based mobility profiling","publication_year":2022,"publication_date":"2022-11-30","ids":{"openalex":"https://openalex.org/W4310434537","doi":"https://doi.org/10.1016/j.compenvurbsys.2022.101910"},"language":"en","primary_location":{"id":"doi:10.1016/j.compenvurbsys.2022.101910","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compenvurbsys.2022.101910","pdf_url":null,"source":{"id":"https://openalex.org/S60115552","display_name":"Computers Environment and Urban Systems","issn_l":"0198-9715","issn":["0198-9715","1873-7587"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Environment and Urban Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.compenvurbsys.2022.101910","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028853860","display_name":"Henry Martin","orcid":"https://orcid.org/0000-0002-0456-8539"},"institutions":[{"id":"https://openalex.org/I161878677","display_name":"Austrian Research Institute for Artificial Intelligence","ror":"https://ror.org/04j47vk14","country_code":"AT","type":"facility","lineage":["https://openalex.org/I161878677","https://openalex.org/I4210107880"]},{"id":"https://openalex.org/I4210157875","display_name":"Institute of Advanced Research in Artificial Intelligence","ror":"https://ror.org/04m8gxe14","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210157875"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["AT","CH"],"is_corresponding":true,"raw_author_name":"Henry Martin","raw_affiliation_strings":["Institute of Advanced Research in Artificial Intelligence (IARAI), Vienna, Austria","Institute of Cartography and Geoinformation, ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Advanced Research in Artificial Intelligence (IARAI), Vienna, Austria","institution_ids":["https://openalex.org/I161878677","https://openalex.org/I4210157875"]},{"raw_affiliation_string":"Institute of Cartography and Geoinformation, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030280318","display_name":"Nina Wiedemann","orcid":"https://orcid.org/0000-0002-8160-7634"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Nina Wiedemann","raw_affiliation_strings":["Institute of Cartography and Geoinformation, ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Cartography and Geoinformation, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016640582","display_name":"Daniel Reck","orcid":"https://orcid.org/0000-0001-9969-1400"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Daniel J. Reck","raw_affiliation_strings":["Institute for Transport Planning and Systems, ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute for Transport Planning and Systems, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004721499","display_name":"Martin Raubal","orcid":"https://orcid.org/0000-0001-5951-6835"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Martin Raubal","raw_affiliation_strings":["Institute of Cartography and Geoinformation, ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Cartography and Geoinformation, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5028853860"],"corresponding_institution_ids":["https://openalex.org/I161878677","https://openalex.org/I35440088","https://openalex.org/I4210157875"],"apc_list":{"value":3740,"currency":"USD","value_usd":3740},"apc_paid":{"value":3740,"currency":"USD","value_usd":3740},"fwci":3.5608,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.91817053,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"100","issue":null,"first_page":"101910","last_page":"101910"},"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/T11106","display_name":"Data Management and Algorithms","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11478","display_name":"Caching and Content Delivery","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/profiling","display_name":"Profiling (computer programming)","score":0.5702946186065674},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.42429083585739136},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.41330093145370483},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38477736711502075},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.3231837749481201},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.17379650473594666},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07990226149559021}],"concepts":[{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.5702946186065674},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.42429083585739136},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.41330093145370483},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38477736711502075},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.3231837749481201},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.17379650473594666},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07990226149559021}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.compenvurbsys.2022.101910","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compenvurbsys.2022.101910","pdf_url":null,"source":{"id":"https://openalex.org/S60115552","display_name":"Computers Environment and Urban Systems","issn_l":"0198-9715","issn":["0198-9715","1873-7587"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Environment and Urban Systems","raw_type":"journal-article"},{"id":"pmh:oai:www.research-collection.ethz.ch:20.500.11850/584320","is_oa":true,"landing_page_url":"http://hdl.handle.net/20.500.11850/584320","pdf_url":null,"source":{"id":"https://openalex.org/S4306402302","display_name":"Repository for Publications and Research Data (ETH Zurich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I35440088","host_organization_name":"ETH Zurich","host_organization_lineage":["https://openalex.org/I35440088"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Environment and Urban Systems, 100","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"doi:10.3929/ethz-b-000584320","is_oa":true,"landing_page_url":"https://doi.org/10.3929/ethz-b-000584320","pdf_url":null,"source":{"id":"https://openalex.org/S7407051236","display_name":"ETH Z\u00fcrich Research Collection","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1016/j.compenvurbsys.2022.101910","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compenvurbsys.2022.101910","pdf_url":null,"source":{"id":"https://openalex.org/S60115552","display_name":"Computers Environment and Urban Systems","issn_l":"0198-9715","issn":["0198-9715","1873-7587"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Environment and Urban Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G96874550","display_name":null,"funder_award_id":"MI-01-19","funder_id":"https://openalex.org/F4320327714","funder_display_name":"ETH Z\u00fcrich Foundation"}],"funders":[{"id":"https://openalex.org/F4320321652","display_name":"Eidgen\u00f6ssische Technische Hochschule Z\u00fcrich","ror":"https://ror.org/05a28rw58"},{"id":"https://openalex.org/F4320327714","display_name":"ETH Z\u00fcrich Foundation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W574900623","https://openalex.org/W1532325895","https://openalex.org/W1552408883","https://openalex.org/W1566658900","https://openalex.org/W1651166699","https://openalex.org/W1972978214","https://openalex.org/W1973236359","https://openalex.org/W1982300822","https://openalex.org/W1987228002","https://openalex.org/W2033403400","https://openalex.org/W2056284729","https://openalex.org/W2071869259","https://openalex.org/W2085009188","https://openalex.org/W2114978603","https://openalex.org/W2134946452","https://openalex.org/W2136317921","https://openalex.org/W2140251882","https://openalex.org/W2150593711","https://openalex.org/W2180157113","https://openalex.org/W2329660289","https://openalex.org/W2345172924","https://openalex.org/W2495156111","https://openalex.org/W2513361716","https://openalex.org/W2556289220","https://openalex.org/W2738241867","https://openalex.org/W2770092988","https://openalex.org/W2794518829","https://openalex.org/W2800326936","https://openalex.org/W2804968991","https://openalex.org/W2919115771","https://openalex.org/W2963000270","https://openalex.org/W2969573262","https://openalex.org/W2971517005","https://openalex.org/W2981033335","https://openalex.org/W3009027687","https://openalex.org/W3013969060","https://openalex.org/W3033087404","https://openalex.org/W3036024555","https://openalex.org/W3102489625","https://openalex.org/W3136455710","https://openalex.org/W3145543370","https://openalex.org/W3184219015","https://openalex.org/W3209643259","https://openalex.org/W3217016897","https://openalex.org/W4235169531","https://openalex.org/W4239058462","https://openalex.org/W4251657854","https://openalex.org/W4298359459","https://openalex.org/W6684800777","https://openalex.org/W6685032381","https://openalex.org/W6729193613","https://openalex.org/W6749167128","https://openalex.org/W6755267837","https://openalex.org/W6760865511","https://openalex.org/W6779807202","https://openalex.org/W6783644751","https://openalex.org/W6800785925"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2308616044","https://openalex.org/W1482410789"],"abstract_inverted_index":{"The":[0,152],"decarbonization":[1],"of":[2,10,60,86,103,110,126,138,174,188],"the":[3,84,94,108,127],"transport":[4,20],"system":[5],"requires":[6],"a":[7,26,55,77,172,184],"better":[8],"understanding":[9],"human":[11],"mobility":[12,64,112,133,140,198],"behavior":[13,65],"to":[14,43,45,57,100,156,213],"optimally":[15],"plan":[16],"and":[17,39,96,118,167,195,205,216],"evaluate":[18],"sustainable":[19],"options":[21],"(such":[22],"as":[23,25],"Mobility":[24],"Service).":[27],"Current":[28],"analysis":[29],"frameworks":[30],"often":[31],"rely":[32],"on":[33,76,115],"specific":[34,78,91,101],"datasets":[35,47,159,204],"or":[36,48],"data-specific":[37],"assumptions":[38],"hence":[40],"are":[41],"difficult":[42],"generalize":[44],"other":[46],"studies.":[49,219],"In":[50],"this":[51],"work,":[52],"we":[53],"present":[54],"workflow":[56],"identify":[58,194],"groups":[59],"users":[61,176],"with":[62,171,183],"similar":[63],"that":[66,177,200],"appear":[67,201],"across":[68],"several":[69,116],"datasets.":[70],"Our":[71,123],"method":[72,124,153],"does":[73,88],"not":[74,89,98],"depend":[75],"clustering":[79,142],"algorithm,":[80],"is":[81,97,154],"robust":[82],"against":[83],"choice":[85],"hyperparameters,":[87],"require":[90],"labels":[92],"in":[93,202],"dataset,":[95],"limited":[99],"types":[102],"tracking":[104,120,158,186,218],"data.":[105],"This":[106],"allows":[107],"extraction":[109,137],"stable":[111],"profiles":[113,199,209],"based":[114],"small":[117],"inhomogeneous":[119],"data":[121],"sets.":[122],"consists":[125],"following":[128],"main":[129],"steps:":[130],"Representing":[131],"individual":[132],"using":[134,143,149],"location-based":[135],"graphs;":[136],"graph-based":[139],"features;":[141],"different":[144,181],"hyperparameter":[145],"configurations;":[146],"group":[147],"identification":[148],"statistical":[150],"testing.":[151],"applied":[155],"six":[157],"(Geolife,":[160],"Green":[161],"Class":[162],"1":[163],"+":[164],"2,":[165],"yumuv":[166],"two":[168],"Foursquare":[169],"datasets)":[170],"total":[173,185],"1070":[175],"visit":[178],"about":[179],"3\u2032000\u2019000":[180],"locations":[182],"duration":[187],"over":[189],"200\u2032000":[190],"days.":[191],"We":[192],"can":[193,210],"interpret":[196],"five":[197],"all":[203],"show":[206],"how":[207],"these":[208],"be":[211],"used":[212],"analyze":[214],"longitudinal":[215],"cross-sectional":[217]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
