{"id":"https://openalex.org/W4288049650","doi":"https://doi.org/10.1145/3524383.3533246","title":"Research on the Correlation between Commercial and Residential Spaces Based on the Signaling Data of Takeaway Riders' Mobile Phones\u2014\u2014Taking Shenzhen City as an Example","display_name":"Research on the Correlation between Commercial and Residential Spaces Based on the Signaling Data of Takeaway Riders' Mobile Phones\u2014\u2014Taking Shenzhen City as an Example","publication_year":2022,"publication_date":"2022-02-26","ids":{"openalex":"https://openalex.org/W4288049650","doi":"https://doi.org/10.1145/3524383.3533246"},"language":"en","primary_location":{"id":"doi:10.1145/3524383.3533246","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3524383.3533246","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th International Conference on Big Data and Education","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/A5062705522","display_name":"Lei Zhou","orcid":"https://orcid.org/0000-0003-2971-3138"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhou","raw_affiliation_strings":["School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114031421","display_name":"Tianxiang He","orcid":"https://orcid.org/0000-0002-0838-2096"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianxiang He","raw_affiliation_strings":["School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100545791","display_name":"Peijing Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peijing Zheng","raw_affiliation_strings":["School of Geography, Nanjing Normal University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Geography, Nanjing Normal University, China","institution_ids":["https://openalex.org/I152031979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100744924","display_name":"Yiqi Liu","orcid":"https://orcid.org/0000-0001-8911-727X"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiqi Liu","raw_affiliation_strings":["School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087626793","display_name":"Danhong Wang","orcid":"https://orcid.org/0000-0001-6780-3033"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Danhong Wang","raw_affiliation_strings":["School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025086268","display_name":"Ji Xv","orcid":null},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji Xv","raw_affiliation_strings":["School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Geographic and Biologic Information, Nanjing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I41198531"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09145307,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"445","last_page":"450"},"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":0.9987999796867371,"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":0.9987999796867371,"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/T11536","display_name":"Consumer Retail Behavior Studies","score":0.9797999858856201,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12392","display_name":"Sharing Economy and Platforms","score":0.9656999707221985,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.6068561673164368},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.5977339744567871},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.48463234305381775},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.479990690946579},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.4761597812175751},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.45418301224708557},{"id":"https://openalex.org/keywords/phone","display_name":"Phone","score":0.44355571269989014},{"id":"https://openalex.org/keywords/residential-area","display_name":"Residential area","score":0.42651379108428955},{"id":"https://openalex.org/keywords/positive-correlation","display_name":"Positive correlation","score":0.4143257737159729},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.36598896980285645},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.34901946783065796},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3447624444961548},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2664790153503418},{"id":"https://openalex.org/keywords/civil-engineering","display_name":"Civil engineering","score":0.24115222692489624},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.168853759765625},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1477183699607849}],"concepts":[{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.6068561673164368},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.5977339744567871},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.48463234305381775},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.479990690946579},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.4761597812175751},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.45418301224708557},{"id":"https://openalex.org/C2778707766","wikidata":"https://www.wikidata.org/wiki/Q202064","display_name":"Phone","level":2,"score":0.44355571269989014},{"id":"https://openalex.org/C2776825979","wikidata":"https://www.wikidata.org/wiki/Q674950","display_name":"Residential area","level":2,"score":0.42651379108428955},{"id":"https://openalex.org/C2986115478","wikidata":"https://www.wikidata.org/wiki/Q186290","display_name":"Positive correlation","level":2,"score":0.4143257737159729},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.36598896980285645},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.34901946783065796},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3447624444961548},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2664790153503418},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.24115222692489624},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.168853759765625},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1477183699607849},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3524383.3533246","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3524383.3533246","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th International Conference on Big Data and Education","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.8399999737739563}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W1971421925","https://openalex.org/W2033590892","https://openalex.org/W2112792051","https://openalex.org/W2359173272","https://openalex.org/W2382211414"],"related_works":["https://openalex.org/W2364238915","https://openalex.org/W3090746915","https://openalex.org/W4313021653","https://openalex.org/W2894774984","https://openalex.org/W4378650545","https://openalex.org/W4400576964","https://openalex.org/W2393392990","https://openalex.org/W4281298071","https://openalex.org/W4308579029","https://openalex.org/W2766513281"],"abstract_inverted_index":{"Commercial":[0],"and":[1,29,37,56,69,84,106,128],"residential":[2,38,70,107],"spaces,":[3],"as":[4],"important":[5,11],"components":[6],"of":[7,51,88,98,115,125,134],"urban":[8,35],"space,":[9],"have":[10,119,147],"spatial":[12,160],"correlations.":[13],"The":[14,91,96,109,145],"takeaway":[15,52,75],"O2O":[16,76],"business":[17],"model":[18,77],"allows":[19],"residents":[20],"to":[21,63],"enjoy":[22],"commercial":[23,68,105],"services":[24],"without":[25],"leaving":[26],"their":[27],"homes,":[28],"with":[30,123],"it,":[31],"the":[32,48,65,73,112,116],"correlation":[33,66,86,133],"between":[34,67,104],"commerce":[36],"space":[39,137],"evolves.":[40],"Based":[41],"on":[42],"Shenzhen's":[43,135],"mobile":[44],"phone":[45],"signaling":[46],"data,":[47],"travel":[49],"flow":[50],"riders":[53],"is":[54],"extracted,":[55],"social":[57],"network":[58],"analysis":[59],"methods":[60],"are":[61,102],"used":[62],"study":[64],"spaces":[71],"under":[72],"Shenzhen":[74,101],"from":[78],"two":[79],"perspectives:":[80],"static":[81],"distribution":[82],"characteristics":[83,87],"dynamic":[85],"commercial-residential":[89,136],"spaces.":[90],"research":[92],"found":[93],"that:":[94],"(1)":[95],"majority":[97],"streets":[99,110],"in":[100,111,154],"balanced":[103],"space.":[108],"core":[113],"area":[114],"central":[117],"city":[118],"obviously":[120],"different":[121],"functions,":[122],"distributions":[124],"commercial-dominant,":[126],"residential-dominant,":[127],"co-dominant":[129],"types.":[130],"(2)":[131],"Dynamic":[132],"can":[138],"be":[139],"divided":[140],"into":[141],"9":[142],"stable":[143],"partitions.":[144],"partitions":[146],"close":[148],"internal":[149],"connections":[150,153],"but":[151],"loose":[152],"between,":[155],"presenting":[156],"a":[157],"highly":[158],"concentrated":[159],"pattern.":[161]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
