{"id":"https://openalex.org/W3158225814","doi":"https://doi.org/10.1007/s40747-021-00375-0","title":"O2O selection mode portrait and optimization for railway service enterprises based on K-means","display_name":"O2O selection mode portrait and optimization for railway service enterprises based on K-means","publication_year":2021,"publication_date":"2021-05-05","ids":{"openalex":"https://openalex.org/W3158225814","doi":"https://doi.org/10.1007/s40747-021-00375-0","mag":"3158225814","pmid":"https://pubmed.ncbi.nlm.nih.gov/34777964"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-021-00375-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-021-00375-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-021-00375-0.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-021-00375-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066308904","display_name":"Changsuo Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Changsuo Sun","raw_affiliation_strings":["School of Economics and Management, Beijing Jiaotong University, Beijing, 100044 China","School of Economics and Management, Beijing Jiaotong University, Beijing, 100044, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beijing Jiaotong University, Beijing, 100044 China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of Economics and Management, Beijing Jiaotong University, Beijing, 100044, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100600273","display_name":"Long Ye","orcid":"https://orcid.org/0000-0002-5865-1303"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Ye","raw_affiliation_strings":["School of Economics and Management, Beijing Jiaotong University, Beijing, 100044 China","School of Economics and Management, Beijing Jiaotong University, Beijing, 100044, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beijing Jiaotong University, Beijing, 100044 China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of Economics and Management, Beijing Jiaotong University, Beijing, 100044, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100385278","display_name":"Na Zhang","orcid":"https://orcid.org/0000-0002-9195-5536"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Zhang","raw_affiliation_strings":["School of Economics and Management, Beijing Jiaotong University, Beijing, 100044 China","School of Economics and Management, Beijing Jiaotong University, Beijing, 100044, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Beijing Jiaotong University, Beijing, 100044 China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of Economics and Management, Beijing Jiaotong University, Beijing, 100044, China","institution_ids":["https://openalex.org/I21193070"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5066308904"],"corresponding_institution_ids":["https://openalex.org/I21193070"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.6543,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.73363136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"9","issue":"3","first_page":"2447","last_page":"2458"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T10539","display_name":"Sustainable Supply Chain Management","score":0.9376000165939331,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/T12945","display_name":"Quality Function Deployment in Product Design","score":0.9264000058174133,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"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/computational-intelligence","display_name":"Computational intelligence","score":0.7300933599472046},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6820017099380493},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5952363610267639},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.5752096176147461},{"id":"https://openalex.org/keywords/portrait","display_name":"Portrait","score":0.5064653158187866},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.46189844608306885},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4156011939048767},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3092799186706543},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.27409613132476807},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23755282163619995},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.09681576490402222},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09160652756690979},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.06628018617630005},{"id":"https://openalex.org/keywords/art-history","display_name":"Art history","score":0.049677908420562744}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.7300933599472046},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6820017099380493},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5952363610267639},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.5752096176147461},{"id":"https://openalex.org/C162462552","wikidata":"https://www.wikidata.org/wiki/Q134307","display_name":"Portrait","level":2,"score":0.5064653158187866},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.46189844608306885},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4156011939048767},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3092799186706543},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27409613132476807},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23755282163619995},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.09681576490402222},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09160652756690979},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.06628018617630005},{"id":"https://openalex.org/C52119013","wikidata":"https://www.wikidata.org/wiki/Q50637","display_name":"Art history","level":1,"score":0.049677908420562744}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s40747-021-00375-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-021-00375-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-021-00375-0.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmid:34777964","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34777964","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & intelligent systems","raw_type":null},{"id":"pmh:oai:doaj.org/article:728df759c1fa4f4695742dfdbc744b29","is_oa":true,"landing_page_url":"https://doaj.org/article/728df759c1fa4f4695742dfdbc744b29","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 9, Iss 3, Pp 2447-2458 (2021)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8098791","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8098791","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Complex Intell Systems","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s40747-021-00375-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-021-00375-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-021-00375-0.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5199999809265137,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3158225814.pdf","grobid_xml":"https://content.openalex.org/works/W3158225814.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1965605848","https://openalex.org/W1996923820","https://openalex.org/W2079997478","https://openalex.org/W2158264113","https://openalex.org/W2181797479","https://openalex.org/W2357398100","https://openalex.org/W2416799440","https://openalex.org/W2569987323","https://openalex.org/W2583536532","https://openalex.org/W2766094883","https://openalex.org/W2766288045","https://openalex.org/W2773263145","https://openalex.org/W2889454080","https://openalex.org/W2893423577","https://openalex.org/W2914223325","https://openalex.org/W2993695203","https://openalex.org/W3122206062","https://openalex.org/W3123100403","https://openalex.org/W3123490614","https://openalex.org/W3126022826","https://openalex.org/W3128767335","https://openalex.org/W4255340948"],"related_works":["https://openalex.org/W3169920643","https://openalex.org/W2360001249","https://openalex.org/W594086971","https://openalex.org/W2315550989","https://openalex.org/W2031725242","https://openalex.org/W2141684174","https://openalex.org/W27177127","https://openalex.org/W4383739071","https://openalex.org/W2358709380","https://openalex.org/W1788667622"],"abstract_inverted_index":{"Establishing":[0],"a":[1],"platform":[2,70],"successfully":[3],"is":[4,30,48,116],"just":[5],"the":[6,14,27,35,44,52,102,107,110,113,119,122,127,131,140,146,151],"basis":[7],"for":[8,71],"railway":[9,40,72,134],"service":[10,41,69,135],"companies":[11,42],"to":[12,18,33,50,57,64,138,149],"meet":[13],"demands":[15],"of":[16,39,106,121,130],"online":[17],"offline":[19],"(O2O)":[20],"supply":[21,67,153],"chain":[22,68,154],"services.":[23],"In":[24],"this":[25,58],"paper,":[26],"<i>K</i>-means":[28],"algorithm":[29],"first":[31],"used":[32,49],"construct":[34],"user":[36],"segmentation":[37],"model":[38,115,144,148],"and":[43,77,83,88,95,104,126],"AISAS":[45],"(Attention-Interest-Search-Action-Share)":[46],"method":[47],"establish":[51,65],"evaluation":[53],"O2O":[54,66,152],"model.":[55],"According":[56],"result,":[59],"we":[60],"propose":[61],"four":[62,108],"modes":[63],"enterprise,":[73],"which":[74],"are":[75],"self-built":[76,87],"self-operated":[78,84],"(SBSO,":[79],"Mode1),":[80],"commissioned":[81,89,93,96],"construction":[82,94],"(CCSO,":[85],"Mode2),":[86],"operation":[90,97],"(SBCO,":[91],"Mode3),":[92],"(CCCO,":[98],"Mode4).":[99],"By":[100],"comparing":[101],"advantages":[103],"disadvantages":[105],"modes,":[109],"results":[111],"illustrate":[112],"optimal":[114],"impacted":[117],"by":[118],"nature":[120],"platform's":[123],"operating":[124,128],"products":[125],"capabilities":[129],"partners.":[132],"The":[133],"enterprise":[136],"needs":[137],"transform":[139],"traditional":[141],"multi-level":[142],"management":[143],"into":[145],"flat":[147],"adapt":[150],"strategies.":[155]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2021-05-10T00:00:00"}
