{"id":"https://openalex.org/W4226286890","doi":"https://doi.org/10.1109/access.2022.3166157","title":"Predicting Airline Additional Services Consumption Willingness Based on High-Dimensional Incomplete Data","display_name":"Predicting Airline Additional Services Consumption Willingness Based on High-Dimensional Incomplete Data","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4226286890","doi":"https://doi.org/10.1109/access.2022.3166157"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3166157","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3166157","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09754586.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09754586.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100613504","display_name":"Jianing Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianing Chen","raw_affiliation_strings":["School of Information Engineering, China University of Geosciences (Beijing), Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100838303","display_name":"Mingguang Diao","orcid":"https://orcid.org/0000-0001-9964-5498"},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingguang Diao","raw_affiliation_strings":["School of Information Engineering, China University of Geosciences (Beijing), Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089045549","display_name":"Chuyan Zhang","orcid":"https://orcid.org/0000-0002-9667-846X"},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuyan Zhang","raw_affiliation_strings":["School of Information Engineering, China University of Geosciences (Beijing), Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9667-846X","affiliations":[{"raw_affiliation_string":"School of Information Engineering, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100613504"],"corresponding_institution_ids":["https://openalex.org/I3125743391"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.7292,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.75565497,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"10","issue":null,"first_page":"39596","last_page":"39603"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12384","display_name":"Customer churn and segmentation","score":0.9919999837875366,"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"}},"topics":[{"id":"https://openalex.org/T12384","display_name":"Customer churn and segmentation","score":0.9919999837875366,"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/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9800999760627747,"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/T11536","display_name":"Consumer Retail Behavior Studies","score":0.9681000113487244,"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/computer-science","display_name":"Computer science","score":0.620460569858551},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.6176766157150269},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.42083969712257385},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.14693760871887207}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.620460569858551},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.6176766157150269},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.42083969712257385},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.14693760871887207},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3166157","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3166157","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09754586.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7a7c12ec665642e6ab7545fbfb5c8f3c","is_oa":true,"landing_page_url":"https://doaj.org/article/7a7c12ec665642e6ab7545fbfb5c8f3c","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":"IEEE Access, Vol 10, Pp 39596-39603 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3166157","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3166157","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09754586.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2756695088","display_name":null,"funder_award_id":"2022A231","funder_id":"https://openalex.org/F4320336008","funder_display_name":"National College Students Innovation and Entrepreneurship Training Program"},{"id":"https://openalex.org/G3734482802","display_name":null,"funder_award_id":"2652019026","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320336008","display_name":"National College Students Innovation and Entrepreneurship Training Program","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4226286890.pdf","grobid_xml":"https://content.openalex.org/works/W4226286890.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1990836268","https://openalex.org/W2001034687","https://openalex.org/W2099534828","https://openalex.org/W2106479238","https://openalex.org/W2110118110","https://openalex.org/W2135031476","https://openalex.org/W2148143831","https://openalex.org/W2152195021","https://openalex.org/W2152885278","https://openalex.org/W2295598076","https://openalex.org/W2581082906","https://openalex.org/W2760988285","https://openalex.org/W2794229234","https://openalex.org/W2911381491","https://openalex.org/W2911964244","https://openalex.org/W2943197862","https://openalex.org/W2992306379","https://openalex.org/W3012981875","https://openalex.org/W3022258881","https://openalex.org/W3033675321","https://openalex.org/W3123694543","https://openalex.org/W3173455503","https://openalex.org/W3191433289","https://openalex.org/W3193645414","https://openalex.org/W4294541781","https://openalex.org/W6744870095","https://openalex.org/W6799581975"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Prediction":[0],"of":[1,5,36,56,131,142],"the":[2,17,83,90,97,102,113,123],"purchase":[3],"willingness":[4,41],"passengers":[6,143],"has":[7],"great":[8],"benefits":[9],"for":[10,153],"airlines":[11],"to":[12,93,147],"promote":[13],"auxiliary":[14],"services,":[15],"however,":[16],"datasets":[18,47],"stored":[19],"in":[20,129],"passenger":[21],"travel":[22],"information":[23],"systems":[24],"are":[25,145],"often":[26],"high-dimensional":[27,44,63],"and":[28,45,67,79,87,95,105,144,149],"incomplete.":[29],"This":[30],"study":[31],"develops":[32],"a":[33,49,62,68,77],"prediction":[34,125],"method":[35,115],"airline":[37,137],"additional":[38,138],"service":[39],"consumption":[40,140],"based":[42],"on":[43],"incomplete":[46,58],"with":[48,101,127],"triple-layer":[50],"hybrid":[51],"PSO-XGBoost":[52],"model,":[53],"which":[54],"consists":[55],"an":[57],"data":[59,64],"processing":[60,65],"layer,":[61,66],"predicting":[69,91],"layer.":[70],"The":[71,108,133],"raw":[72],"dataset":[73,81],"is":[74],"converted":[75],"into":[76,89],"complete":[78],"low-dimensional":[80],"through":[82],"first":[84],"two":[85],"layers":[86],"inputted":[88],"layer":[92],"train":[94],"optimize":[96],"XGBoost":[98],"model":[99],"together":[100],"PSO":[103],"algorithm":[104],"10-fold":[106],"cross-validation.":[107],"experimental":[109],"results":[110],"show":[111],"that":[112],"proposed":[114],"outperforms":[116],"other":[117],"traditional":[118],"machine":[119],"learning":[120],"models,":[121],"presenting":[122],"highest":[124],"score":[126],"0.9879":[128],"terms":[130],"AUC.":[132],"findings":[134],"help":[135],"predict":[136],"services":[139],"intentions":[141],"beneficial":[146],"efficient":[148],"low-cost":[150],"precise":[151],"marketing":[152],"airlines.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}