{"id":"https://openalex.org/W2776187688","doi":"https://doi.org/10.1145/3152178.3152189","title":"flowHDBSCAN","display_name":"flowHDBSCAN","publication_year":2017,"publication_date":"2017-11-07","ids":{"openalex":"https://openalex.org/W2776187688","doi":"https://doi.org/10.1145/3152178.3152189","mag":"2776187688"},"language":"en","primary_location":{"id":"doi:10.1145/3152178.3152189","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3152178.3152189","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM SIGSPATIAL Workshop on Smart Cities and Urban Analytics","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/A5064166714","display_name":"Ran Tao","orcid":"https://orcid.org/0000-0002-4618-1893"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ran Tao","raw_affiliation_strings":["University of Southern California, Trousdale Parkway, Los Angeles, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California, Trousdale Parkway, Los Angeles, CA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000206320","display_name":"Jean\u2010Claude Thill","orcid":"https://orcid.org/0000-0002-6651-8123"},"institutions":[{"id":"https://openalex.org/I102149020","display_name":"University of North Carolina at Charlotte","ror":"https://ror.org/04dawnj30","country_code":"US","type":"education","lineage":["https://openalex.org/I102149020"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jean-Claude Thill","raw_affiliation_strings":["University of North Carolina at Charlotte, University City Blvd, Charlotte, NC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of North Carolina at Charlotte, University City Blvd, Charlotte, NC","institution_ids":["https://openalex.org/I102149020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024135688","display_name":"Craig A. Depken","orcid":"https://orcid.org/0000-0003-0544-1561"},"institutions":[{"id":"https://openalex.org/I102149020","display_name":"University of North Carolina at Charlotte","ror":"https://ror.org/04dawnj30","country_code":"US","type":"education","lineage":["https://openalex.org/I102149020"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Craig Depken","raw_affiliation_strings":["University of North Carolina at Charlotte, University City Blvd, Charlotte, NC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of North Carolina at Charlotte, University City Blvd, Charlotte, NC","institution_ids":["https://openalex.org/I102149020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007988950","display_name":"Mona Kashiha","orcid":null},"institutions":[{"id":"https://openalex.org/I102149020","display_name":"University of North Carolina at Charlotte","ror":"https://ror.org/04dawnj30","country_code":"US","type":"education","lineage":["https://openalex.org/I102149020"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mona Kashiha","raw_affiliation_strings":["University of North Carolina at Charlotte, University City Blvd, Charlotte, NC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of North Carolina at Charlotte, University City Blvd, Charlotte, NC","institution_ids":["https://openalex.org/I102149020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.8902,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.91568748,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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":0.9983000159263611,"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":0.9983000159263611,"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/T11911","display_name":"Spatial and Panel Data Analysis","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7560117244720459},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7227839231491089},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6249558329582214},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5796650648117065},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.5289169549942017},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.519751250743866},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.4426710903644562},{"id":"https://openalex.org/keywords/spatial-contextual-awareness","display_name":"Spatial contextual awareness","score":0.4178130626678467},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21080169081687927},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.19238430261611938},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15941426157951355},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10269767045974731}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7560117244720459},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7227839231491089},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6249558329582214},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5796650648117065},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.5289169549942017},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.519751250743866},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.4426710903644562},{"id":"https://openalex.org/C64754055","wikidata":"https://www.wikidata.org/wiki/Q7574053","display_name":"Spatial contextual awareness","level":2,"score":0.4178130626678467},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21080169081687927},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.19238430261611938},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15941426157951355},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10269767045974731},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3152178.3152189","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3152178.3152189","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM SIGSPATIAL Workshop on Smart Cities and Urban Analytics","raw_type":"proceedings-article"},{"id":"pmh:oai:scholarcommons.usf.edu:geo_facpub-2260","is_oa":false,"landing_page_url":"https://scholarcommons.usf.edu/geo_facpub/1279","pdf_url":null,"source":{"id":"https://openalex.org/S4377196272","display_name":"Digital Commons - University of South Florida (University of South Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2613432","host_organization_name":"University of South Florida","host_organization_lineage":["https://openalex.org/I2613432"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"School of Geosciences Faculty and Staff Publications","raw_type":"text"},{"id":"pmh:oai:digitalcommons.usf.edu:geo_facpub-2260","is_oa":false,"landing_page_url":"https://digitalcommons.usf.edu/geo_facpub/1279","pdf_url":null,"source":{"id":"https://openalex.org/S4377196272","display_name":"Digital Commons - University of South Florida (University of South Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2613432","host_organization_name":"University of South Florida","host_organization_lineage":["https://openalex.org/I2613432"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"School of Geosciences Faculty and Staff Publications","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W151377110","https://openalex.org/W1525224214","https://openalex.org/W1673310716","https://openalex.org/W1843684519","https://openalex.org/W2095759957","https://openalex.org/W2107505299","https://openalex.org/W2148056538","https://openalex.org/W2160642098","https://openalex.org/W2346552988","https://openalex.org/W2562836854","https://openalex.org/W2724594944"],"related_works":["https://openalex.org/W2592952084","https://openalex.org/W2534504385","https://openalex.org/W2011092306","https://openalex.org/W4312222690","https://openalex.org/W2394938095","https://openalex.org/W3216028647","https://openalex.org/W2032422752","https://openalex.org/W2189411269","https://openalex.org/W2168105568","https://openalex.org/W5539457"],"abstract_inverted_index":{"Understanding":[0],"the":[1,32,58,61,78,110,116,122,146,172],"patterns":[2],"and":[3,47,54,70,74,99,137,154,164],"dynamics":[4,40],"of":[5,15,60,80,115,128,139,152],"spatial":[6,16,44,81,140],"origin-destination":[7],"flow":[8,25,88,95,129,169],"data":[9,113],"has":[10,31],"been":[11],"a":[12,23,161],"long-standing":[13],"goal":[14],"scientists.":[17],"This":[18],"study":[19],"aims":[20],"at":[21,57],"developing":[22],"new":[24],"clustering":[26,69,72],"method":[27,66],"called":[28],"flowHDBSCAN,":[29],"which":[30],"potential":[33],"to":[34,37,77,108],"be":[35],"applied":[36],"various":[38,91],"urban":[39],"issues":[41,119],"such":[42,120],"as":[43,121],"movement":[45],"analysis":[46],"intelligent":[48],"transportation":[49],"systems.":[50],"Flows":[51],"entail":[52],"origin":[53],"destinations":[55],"pairs,":[56],"exclusion":[59],"actual":[62],"path":[63],"in-between.":[64],"The":[65],"combines":[67],"density-based":[68],"hierarchical":[71,112],"approaches":[73],"extends":[75],"them":[76],"context":[79],"flows.":[82],"Not":[83],"only":[84],"can":[85],"it":[86,102],"extract":[87],"clusters":[89],"from":[90],"situations":[92],"including":[93],"varying":[94],"densities,":[96],"lengths,":[97],"directions,":[98],"hierarchies,":[100],"but":[101],"also":[103],"provides":[104],"an":[105,165],"effective":[106],"way":[107],"reveal":[109],"potentially":[111],"structure":[114],"clusters.":[117],"Common":[118],"modifiable":[123],"areal":[124],"unit":[125],"problem":[126],"(MAUP)":[127],"endpoints,":[130],"false":[131],"positive":[132],"errors":[133],"on":[134],"short":[135],"flows,":[136],"loss":[138],"information":[141],"are":[142,157],"well":[143],"handled.":[144],"Moreover,":[145],"sole-parameter":[147],"design":[148],"guarantees":[149],"its":[150],"ease":[151],"use":[153],"practicality.":[155],"Experiments":[156],"conducted":[158],"with":[159],"both":[160],"synthetic":[162],"dataset":[163,170],"eBay":[166],"online":[167],"trade":[168],"in":[171],"contiguous":[173],"U.S.":[174]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2018-01-05T00:00:00"}
