{"id":"https://openalex.org/W4401590464","doi":"https://doi.org/10.1080/17538947.2024.2390434","title":"Graph-based spatial co-location pattern mining: integrate geospatial analysis and logical reasoning","display_name":"Graph-based spatial co-location pattern mining: integrate geospatial analysis and logical reasoning","publication_year":2024,"publication_date":"2024-08-13","ids":{"openalex":"https://openalex.org/W4401590464","doi":"https://doi.org/10.1080/17538947.2024.2390434"},"language":"en","primary_location":{"id":"doi:10.1080/17538947.2024.2390434","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2024.2390434","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2024.2390434?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2024.2390434?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101749518","display_name":"Jinghan Wang","orcid":"https://orcid.org/0009-0003-9540-893X"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinghan Wang","raw_affiliation_strings":["School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China"],"raw_orcid":"https://orcid.org/0009-0003-9540-893X","affiliations":[{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114208682","display_name":"Tinghua Ai","orcid":null},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tinghua Ai","raw_affiliation_strings":["School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China"],"raw_orcid":"https://orcid.org/0009-0007-8489-4214","affiliations":[{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115597661","display_name":"Hao Wu","orcid":"https://orcid.org/0009-0000-1030-9819"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Wu","raw_affiliation_strings":["School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100551484","display_name":"Haijiang Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haijiang Xu","raw_affiliation_strings":["School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100548997","display_name":"Tianyuan Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyuan Xiao","raw_affiliation_strings":["School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"School of Resource and Environmental Sciences, Wuhan University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055738438","display_name":"Guangyue Li","orcid":"https://orcid.org/0000-0002-5643-1884"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangyue Li","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote Sensing, Wuhan University, Wuhan, People\u2019s Republic of China","State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote Sensing, Wuhan University, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote Sensing, Wuhan University, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210118728"]},{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote Sensing, Wuhan University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210118728"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5114208682"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":{"value":2390,"currency":"USD","value_usd":2390},"apc_paid":{"value":2390,"currency":"USD","value_usd":2390},"fwci":0.6458,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.64676923,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"17","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9994000196456909,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9991999864578247,"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/T10757","display_name":"Geographic Information Systems Studies","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"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/geospatial-analysis","display_name":"Geospatial analysis","score":0.8918153643608093},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5600656270980835},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5041815042495728},{"id":"https://openalex.org/keywords/spatial-intelligence","display_name":"Spatial intelligence","score":0.48375630378723145},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46275660395622253},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.4167892336845398},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.35453739762306213},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33485108613967896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2607814073562622},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.18681997060775757}],"concepts":[{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.8918153643608093},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5600656270980835},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5041815042495728},{"id":"https://openalex.org/C155911833","wikidata":"https://www.wikidata.org/wiki/Q3817354","display_name":"Spatial intelligence","level":2,"score":0.48375630378723145},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46275660395622253},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.4167892336845398},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.35453739762306213},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33485108613967896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2607814073562622},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.18681997060775757}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/17538947.2024.2390434","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2024.2390434","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2024.2390434?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:64e138b7e0f34a1fb2048c44d8c7177f","is_oa":true,"landing_page_url":"https://doaj.org/article/64e138b7e0f34a1fb2048c44d8c7177f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Digital Earth, Vol 17, Iss 1 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/17538947.2024.2390434","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2024.2390434","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2024.2390434?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5436423936","display_name":null,"funder_award_id":"42394065","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401590464.pdf","grobid_xml":"https://content.openalex.org/works/W4401590464.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1483102573","https://openalex.org/W1515526911","https://openalex.org/W1870669718","https://openalex.org/W1942169943","https://openalex.org/W1988983690","https://openalex.org/W1992583634","https://openalex.org/W2004988621","https://openalex.org/W2019850843","https://openalex.org/W2025574971","https://openalex.org/W2058120476","https://openalex.org/W2065793456","https://openalex.org/W2081502489","https://openalex.org/W2083334350","https://openalex.org/W2097772947","https://openalex.org/W2107990165","https://openalex.org/W2136642200","https://openalex.org/W2160961791","https://openalex.org/W2166559705","https://openalex.org/W2388806648","https://openalex.org/W2413041202","https://openalex.org/W2623481471","https://openalex.org/W2799059383","https://openalex.org/W2803846789","https://openalex.org/W2896823887","https://openalex.org/W2905102278","https://openalex.org/W2922379007","https://openalex.org/W2926748974","https://openalex.org/W2941274872","https://openalex.org/W2944459120","https://openalex.org/W2945421769","https://openalex.org/W2989701858","https://openalex.org/W3005281236","https://openalex.org/W3036805285","https://openalex.org/W3082011280","https://openalex.org/W3200534010","https://openalex.org/W4210682947","https://openalex.org/W4213293559","https://openalex.org/W4239372721","https://openalex.org/W4281565922","https://openalex.org/W4387457536","https://openalex.org/W4392710150"],"related_works":["https://openalex.org/W4367313141","https://openalex.org/W2004086023","https://openalex.org/W2733999579","https://openalex.org/W2110217573","https://openalex.org/W4283374591","https://openalex.org/W2910751785","https://openalex.org/W4362512700","https://openalex.org/W4366547507","https://openalex.org/W4390100400","https://openalex.org/W2074396925"],"abstract_inverted_index":{"Spatial":[0],"co-location":[1,11,26,100,158,193],"patterns":[2,12,159,194],"reflect":[3],"the":[4,84,121,135,143,153,164],"inherent":[5],"correlations":[6,81],"among":[7],"geographical":[8],"elements.":[9],"Mining":[10],"of":[13,87,157,168],"POIs":[14],"can":[15],"provide":[16],"valuable":[17],"insights":[18],"for":[19],"urban":[20],"planning":[21],"and":[22,36,63,82,111,151,166],"resource":[23],"management.":[24],"Generally,":[25],"mining":[27,101],"comprises":[28],"two":[29,47],"steps:":[30,48],"proximity":[31,50,128],"relationship":[32],"determination":[33],"(geospatial":[34],"analysis)":[35],"frequent":[37,54,169],"pattern":[38,170],"recursion":[39],"(logical":[40],"reasoning).":[41],"Previous":[42],"methods":[43],"often":[44],"separate":[45],"these":[46,91],"serializing":[49],"relationships":[51],"to":[52,77,107,115,130,191],"enumerate":[53],"sequences.":[55],"However,":[56],"this":[57,93],"approach":[58],"suffers":[59],"from":[60,179],"limited":[61],"flexibility":[62],"intuitiveness:":[64],"as":[65],"continuous":[66],"spatial":[67,99,197],"contexts":[68],"are":[69,160],"segmented":[70],"into":[71],"numerous":[72],"small":[73],"parts,":[74],"it":[75],"fails":[76],"adequately":[78],"represent":[79],"geographic":[80,132],"hinders":[83],"effective":[85],"visualization":[86],"logical":[88,112,137],"reasoning.":[89,113],"Facing":[90],"challenges,":[92],"study":[94],"proposes":[95],"a":[96],"novel":[97],"graph-based":[98],"method":[102],"(GSCM),":[103],"which":[104,125],"leverages":[105],"graphs":[106],"integrate":[108],"geospatial":[109],"analysis":[110],"Initially,":[114],"establish":[116],"adjacency":[117],"relationships,":[118],"GSCM":[119,181],"constructs":[120],"adaptive":[122],"neighborhood":[123],"graph,":[124],"dynamically":[126],"adjusts":[127],"thresholds":[129],"accommodate":[131],"heterogeneity.":[133],"Subsequently,":[134],"Apriori":[136],"recursive":[138],"process":[139],"is":[140,182],"realized":[141],"on":[142,175],"graph":[144,148],"structure.":[145],"By":[146],"leveraging":[147],"searching,":[149],"pruning,":[150],"growing,":[152],"potential":[154,190],"growth":[155],"directions":[156],"identified,":[161],"enhancing":[162],"both":[163],"efficiency":[165],"intuition":[167],"recursion.":[171],"Through":[172],"experiments":[173],"conducted":[174],"large-scale":[176],"POI":[177],"datasets":[178],"Wuhan,":[180],"compared":[183],"with":[184],"existing":[185],"baseline":[186],"methods,":[187],"verifying":[188],"its":[189],"uncover":[192],"in":[195],"complex":[196],"contexts.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
