{"id":"https://openalex.org/W4412884629","doi":"https://doi.org/10.1080/13658816.2025.2541193","title":"Predicting crowd flows via compressed sensing with spatial heterogeneity: an efficient GeoAI framework","display_name":"Predicting crowd flows via compressed sensing with spatial heterogeneity: an efficient GeoAI framework","publication_year":2025,"publication_date":"2025-08-04","ids":{"openalex":"https://openalex.org/W4412884629","doi":"https://doi.org/10.1080/13658816.2025.2541193"},"language":"en","primary_location":{"id":"doi:10.1080/13658816.2025.2541193","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2025.2541193","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-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/A5063396826","display_name":"Min Deng","orcid":"https://orcid.org/0000-0002-1952-4184"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210141685","display_name":"Nanjing Surveying and Mapping Research Institute (China)","ror":"https://ror.org/042t78q04","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210141685"]},{"id":"https://openalex.org/I4210162610","display_name":"Grantmakers for Effective Organizations","ror":"https://ror.org/0501kzx55","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210162610"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Min Deng","raw_affiliation_strings":["Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center","Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","institution_ids":["https://openalex.org/I4210162610"]},{"raw_affiliation_string":"The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center","institution_ids":["https://openalex.org/I4210141685"]},{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center, Changsha, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027921138","display_name":"Xiaoyong Tan","orcid":"https://orcid.org/0000-0001-6949-7922"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210162610","display_name":"Grantmakers for Effective Organizations","ror":"https://ror.org/0501kzx55","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210162610"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Xiaoyong Tan","raw_affiliation_strings":["Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-6949-7922","affiliations":[{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","institution_ids":["https://openalex.org/I4210162610"]},{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042416229","display_name":"Kaiqi Chen","orcid":"https://orcid.org/0000-0001-7505-0764"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210141685","display_name":"Nanjing Surveying and Mapping Research Institute (China)","ror":"https://ror.org/042t78q04","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210141685"]},{"id":"https://openalex.org/I4210162610","display_name":"Grantmakers for Effective Organizations","ror":"https://ror.org/0501kzx55","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210162610"]}],"countries":["CN","US"],"is_corresponding":true,"raw_author_name":"Kaiqi Chen","raw_affiliation_strings":["Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center","Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-7505-0764","affiliations":[{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","institution_ids":["https://openalex.org/I4210162610"]},{"raw_affiliation_string":"The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center","institution_ids":["https://openalex.org/I4210141685"]},{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center, Changsha, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108043525","display_name":"Baoju Liu","orcid":"https://orcid.org/0000-0003-1151-4309"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210141685","display_name":"Nanjing Surveying and Mapping Research Institute (China)","ror":"https://ror.org/042t78q04","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210141685"]},{"id":"https://openalex.org/I4210162610","display_name":"Grantmakers for Effective Organizations","ror":"https://ror.org/0501kzx55","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210162610"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Baoju Liu","raw_affiliation_strings":["Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center","Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","institution_ids":["https://openalex.org/I4210162610"]},{"raw_affiliation_string":"The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center","institution_ids":["https://openalex.org/I4210141685"]},{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"The Third Surveying and Mapping Institute of Hunan Province, Hunan Geospatial Information Engineering and Technology Research Center, Changsha, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhiyuan Zhao","orcid":"https://orcid.org/0000-0002-3597-226X"},"institutions":[{"id":"https://openalex.org/I4210111314","display_name":"Fujian Academy of Building Research (China)","ror":"https://ror.org/01ydbqk02","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210111314"]},{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Zhao","raw_affiliation_strings":["Academy of Digital China (Fujian), Fuzhou University","Academy of Digital China (Fujian), Fuzhou University, Fuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3597-226X","affiliations":[{"raw_affiliation_string":"Academy of Digital China (Fujian), Fuzhou University","institution_ids":["https://openalex.org/I4210111314"]},{"raw_affiliation_string":"Academy of Digital China (Fujian), Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066779861","display_name":"Youjun Tu","orcid":"https://orcid.org/0000-0002-8946-8421"},"institutions":[{"id":"https://openalex.org/I4210111314","display_name":"Fujian Academy of Building Research (China)","ror":"https://ror.org/01ydbqk02","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210111314"]},{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youjun Tu","raw_affiliation_strings":["Academy of Digital China (Fujian), Fuzhou University","Academy of Digital China (Fujian), Fuzhou University, Fuzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy of Digital China (Fujian), Fuzhou University","institution_ids":["https://openalex.org/I4210111314"]},{"raw_affiliation_string":"Academy of Digital China (Fujian), Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101748387","display_name":"Sheng Wu","orcid":"https://orcid.org/0000-0001-7381-1937"},"institutions":[{"id":"https://openalex.org/I4210111314","display_name":"Fujian Academy of Building Research (China)","ror":"https://ror.org/01ydbqk02","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210111314"]},{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Wu","raw_affiliation_strings":["Academy of Digital China (Fujian), Fuzhou University","Academy of Digital China (Fujian), Fuzhou University, Fuzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy of Digital China (Fujian), Fuzhou University","institution_ids":["https://openalex.org/I4210111314"]},{"raw_affiliation_string":"Academy of Digital China (Fujian), Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101588215","display_name":"Xin Hu","orcid":"https://orcid.org/0000-0002-6316-7401"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210162610","display_name":"Grantmakers for Effective Organizations","ror":"https://ror.org/0501kzx55","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210162610"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Xin Hu","raw_affiliation_strings":["Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","institution_ids":["https://openalex.org/I4210162610"]},{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049109106","display_name":"Zhiwei Zeng","orcid":"https://orcid.org/0000-0002-7787-5644"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210162610","display_name":"Grantmakers for Effective Organizations","ror":"https://ror.org/0501kzx55","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210162610"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Zhiwei Zeng","raw_affiliation_strings":["Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University","institution_ids":["https://openalex.org/I4210162610"]},{"raw_affiliation_string":"Department of Geo-Informatics, School of Geosciences and Info-physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5042416229"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I4210141685","https://openalex.org/I4210162610"],"apc_list":null,"apc_paid":null,"fwci":4.449,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.94288208,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"40","issue":"4","first_page":"947","last_page":"978"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9965999722480774,"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":0.4600508213043213},{"id":"https://openalex.org/keywords/compressed-sensing","display_name":"Compressed sensing","score":0.45273110270500183},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4511035978794098},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.43570783734321594},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2406400442123413}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4600508213043213},{"id":"https://openalex.org/C124851039","wikidata":"https://www.wikidata.org/wiki/Q2665459","display_name":"Compressed sensing","level":2,"score":0.45273110270500183},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4511035978794098},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.43570783734321594},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2406400442123413}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/13658816.2025.2541193","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2025.2541193","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5099999904632568}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W1568119142","https://openalex.org/W1583837637","https://openalex.org/W1990433983","https://openalex.org/W2016589492","https://openalex.org/W2050834445","https://openalex.org/W2112738128","https://openalex.org/W2127236490","https://openalex.org/W2129131372","https://openalex.org/W2129638195","https://openalex.org/W2146616964","https://openalex.org/W2163605009","https://openalex.org/W2318875203","https://openalex.org/W2343188872","https://openalex.org/W2528639018","https://openalex.org/W2552480641","https://openalex.org/W2602856279","https://openalex.org/W2765806562","https://openalex.org/W2789849108","https://openalex.org/W2805089611","https://openalex.org/W2808862972","https://openalex.org/W2883073525","https://openalex.org/W2921319277","https://openalex.org/W2944772978","https://openalex.org/W2950817888","https://openalex.org/W2968900629","https://openalex.org/W2969424631","https://openalex.org/W2982441053","https://openalex.org/W2998570674","https://openalex.org/W3000301417","https://openalex.org/W3001111640","https://openalex.org/W3038981236","https://openalex.org/W3114352927","https://openalex.org/W3121975202","https://openalex.org/W3157414468","https://openalex.org/W3165806999","https://openalex.org/W3193100408","https://openalex.org/W3194059001","https://openalex.org/W3203696868","https://openalex.org/W3217016897","https://openalex.org/W4212937970","https://openalex.org/W4213069590","https://openalex.org/W4221147662","https://openalex.org/W4224439980","https://openalex.org/W4250955649","https://openalex.org/W4283332777","https://openalex.org/W4285262037","https://openalex.org/W4285282135","https://openalex.org/W4292265876","https://openalex.org/W4292280902","https://openalex.org/W4297984414","https://openalex.org/W4318483606","https://openalex.org/W4318819318","https://openalex.org/W4320731531","https://openalex.org/W4322706873","https://openalex.org/W4330336190","https://openalex.org/W4353093955","https://openalex.org/W4382989325","https://openalex.org/W4385649090","https://openalex.org/W4386224248","https://openalex.org/W4387185426","https://openalex.org/W4387615978","https://openalex.org/W4387841511","https://openalex.org/W4389135820","https://openalex.org/W4396571445","https://openalex.org/W4396673131","https://openalex.org/W4400672477","https://openalex.org/W4401024639","https://openalex.org/W4401534161","https://openalex.org/W4401806686","https://openalex.org/W4405184653","https://openalex.org/W4405734514","https://openalex.org/W4406485303","https://openalex.org/W4409365538","https://openalex.org/W4410522785","https://openalex.org/W6600120041","https://openalex.org/W6600130426","https://openalex.org/W6600575157","https://openalex.org/W6601365666","https://openalex.org/W6602633839","https://openalex.org/W6609741587","https://openalex.org/W6679436768","https://openalex.org/W6787586280"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2158224665","https://openalex.org/W2379589510","https://openalex.org/W4300044672","https://openalex.org/W1881631164","https://openalex.org/W2810730439","https://openalex.org/W1976264255","https://openalex.org/W2358292267"],"abstract_inverted_index":{"The":[0],"use":[1],"of":[2,138],"the":[3,33,93,129,136],"current":[4],"global":[5],"and":[6,21,39,149,154,164],"regional":[7],"models":[8,24,46,161],"for":[9],"predicting":[10,167],"large-scale":[11,151],"urban":[12],"crowd":[13,37,97,168],"flows":[14],"often":[15,40],"involves":[16],"trade-offs":[17],"between":[18],"computational":[19,57],"efficiency":[20,165],"accuracy.":[22],"Global":[23],"are":[25,47,59],"computationally":[26],"efficient":[27,119],"but":[28,55],"struggle":[29],"to":[30,42,63,71,81,91,134],"fully":[31],"capture":[32],"spatial":[34,53,130],"heterogeneity":[35,131],"in":[36,50,96,104,112,132,162,166],"dynamics":[38],"lead":[41],"unsatisfactory":[43],"performance.":[44],"Region-specific":[45],"highly":[48],"accurate":[49],"capturing":[51],"fine-grained":[52],"heterogeneity,":[54],"their":[56],"costs":[58],"high":[60],"when":[61],"applied":[62],"numerous":[64],"regions.":[65],"We":[66,141],"took":[67],"a":[68,73,105,145,150],"GeoAI":[69],"approach":[70],"develop":[72],"novel":[74],"spatiotemporal":[75,102],"compressed":[76,88],"sensing-based":[77],"prediction":[78],"framework":[79,86],"(STCSP)":[80],"address":[82],"these":[83,125],"challenges.":[84],"This":[85],"employs":[87],"sensing":[89],"techniques":[90],"identify":[92],"shared":[94],"structures":[95],"flow":[98],"data.":[99],"STCSP":[100,123,143,157],"transforms":[101],"predictions":[103,111],"complex":[106],"geographical":[107],"space":[108],"into":[109],"simplified":[110,126],"an":[113],"embedding":[114],"space,":[115],"which":[116],"is":[117],"more":[118],"than":[120],"existing":[121],"models.":[122],"combines":[124],"predictions,":[127],"modeling":[128],"detail":[133],"increase":[135],"accuracy":[137,163],"crowd-flow":[139],"predictions.":[140],"evaluated":[142],"on":[144],"small-scale":[146],"benchmark":[147],"dataset":[148,153],"citywide":[152],"showed":[155],"that":[156],"outperformed":[158],"12":[159],"baseline":[160],"flows.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}