{"id":"https://openalex.org/W4396674177","doi":"https://doi.org/10.1007/s10287-024-00511-4","title":"Predicting Airbnb pricing: a comparative analysis of artificial intelligence and traditional approaches","display_name":"Predicting Airbnb pricing: a comparative analysis of artificial intelligence and traditional approaches","publication_year":2024,"publication_date":"2024-05-06","ids":{"openalex":"https://openalex.org/W4396674177","doi":"https://doi.org/10.1007/s10287-024-00511-4"},"language":"en","primary_location":{"id":"doi:10.1007/s10287-024-00511-4","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s10287-024-00511-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10287-024-00511-4.pdf","source":{"id":"https://openalex.org/S28822639","display_name":"Computational Management Science","issn_l":"1619-697X","issn":["1619-697X","1619-6988"],"is_oa":false,"is_in_doaj":false,"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":"Computational Management Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10287-024-00511-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068315223","display_name":"Nicola Camatti","orcid":"https://orcid.org/0000-0002-1899-2728"},"institutions":[{"id":"https://openalex.org/I149461666","display_name":"Ca' Foscari University of Venice","ror":"https://ror.org/04yzxz566","country_code":"IT","type":"education","lineage":["https://openalex.org/I149461666"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Nicola Camatti","raw_affiliation_strings":["Department of Economics, Ca\u2019 Foscari University of Venice, San Giobbe Cannaregio 873, 30121, Venice, Italy","Department of Economics, Ca' Foscari University of Venice, San Giobbe Cannaregio 873, 30121, Venice, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1899-2728","affiliations":[{"raw_affiliation_string":"Department of Economics, Ca\u2019 Foscari University of Venice, San Giobbe Cannaregio 873, 30121, Venice, Italy","institution_ids":["https://openalex.org/I149461666"]},{"raw_affiliation_string":"Department of Economics, Ca' Foscari University of Venice, San Giobbe Cannaregio 873, 30121, Venice, Italy","institution_ids":["https://openalex.org/I149461666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083435064","display_name":"Giacomo di Tollo","orcid":"https://orcid.org/0000-0001-7044-6014"},"institutions":[{"id":"https://openalex.org/I16337185","display_name":"University of Sannio","ror":"https://ror.org/04vc81p87","country_code":"IT","type":"education","lineage":["https://openalex.org/I16337185"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giacomo di Tollo","raw_affiliation_strings":["Department of Law, Economics, Management and Quantitative Methods (DEMM), University of Sannio, Via Delle Puglie 82, 82100, Benevento, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Law, Economics, Management and Quantitative Methods (DEMM), University of Sannio, Via Delle Puglie 82, 82100, Benevento, Italy","institution_ids":["https://openalex.org/I16337185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039121987","display_name":"Gianni Filograsso","orcid":"https://orcid.org/0000-0001-8964-4598"},"institutions":[{"id":"https://openalex.org/I149461666","display_name":"Ca' Foscari University of Venice","ror":"https://ror.org/04yzxz566","country_code":"IT","type":"education","lineage":["https://openalex.org/I149461666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gianni Filograsso","raw_affiliation_strings":["Department of Economics, Ca\u2019 Foscari University of Venice, San Giobbe Cannaregio 873, 30121, Venice, Italy","Department of Economics, Ca' Foscari University of Venice, San Giobbe Cannaregio 873, 30121, Venice, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics, Ca\u2019 Foscari University of Venice, San Giobbe Cannaregio 873, 30121, Venice, Italy","institution_ids":["https://openalex.org/I149461666"]},{"raw_affiliation_string":"Department of Economics, Ca' Foscari University of Venice, San Giobbe Cannaregio 873, 30121, Venice, Italy","institution_ids":["https://openalex.org/I149461666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093291426","display_name":"Sara Ghilardi","orcid":null},"institutions":[{"id":"https://openalex.org/I16337185","display_name":"University of Sannio","ror":"https://ror.org/04vc81p87","country_code":"IT","type":"education","lineage":["https://openalex.org/I16337185"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sara Ghilardi","raw_affiliation_strings":["Department of Law, Economics, Management and Quantitative Methods (DEMM), University of Sannio, Via Delle Puglie 82, 82100, Benevento, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Law, Economics, Management and Quantitative Methods (DEMM), University of Sannio, Via Delle Puglie 82, 82100, Benevento, Italy","institution_ids":["https://openalex.org/I16337185"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068315223"],"corresponding_institution_ids":["https://openalex.org/I149461666"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":2.5134,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.89473542,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"21","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12392","display_name":"Sharing Economy and Platforms","score":0.9998999834060669,"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/T12392","display_name":"Sharing Economy and Platforms","score":0.9998999834060669,"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/T11942","display_name":"Transportation and Mobility Innovations","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"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/T11536","display_name":"Consumer Retail Behavior Studies","score":0.9678999781608582,"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":0.5109602808952332},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4628877341747284},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.40045166015625},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.3236326575279236}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5109602808952332},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4628877341747284},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.40045166015625},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3236326575279236}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10287-024-00511-4","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s10287-024-00511-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10287-024-00511-4.pdf","source":{"id":"https://openalex.org/S28822639","display_name":"Computational Management Science","issn_l":"1619-697X","issn":["1619-697X","1619-6988"],"is_oa":false,"is_in_doaj":false,"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":"Computational Management Science","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:comgts:v:21:y:2024:i:1:d:10.1007_s10287-024-00511-4","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10287-024-00511-4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:iris.unive.it:10278/5058141","is_oa":true,"landing_page_url":"https://link.springer.com/article/10.1007/s10287-024-00511-4","pdf_url":null,"source":{"id":"https://openalex.org/S4306402336","display_name":"ARCA (Universit\u00e0 Ca' Foscari Venezia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149461666","host_organization_name":"Ca' Foscari University of Venice","host_organization_lineage":["https://openalex.org/I149461666"],"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":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:iris.univpm.it:11566/337114","is_oa":true,"landing_page_url":"https://hdl.handle.net/11566/337114","pdf_url":null,"source":{"id":"https://openalex.org/S4306402571","display_name":"Universit\u00e0 Politecnica delle Marche (Universit\u00e0 Politecnica delle Marche)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122534668","host_organization_name":"Marche Polytechnic University","host_organization_lineage":["https://openalex.org/I122534668"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s10287-024-00511-4","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s10287-024-00511-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10287-024-00511-4.pdf","source":{"id":"https://openalex.org/S28822639","display_name":"Computational Management Science","issn_l":"1619-697X","issn":["1619-697X","1619-6988"],"is_oa":false,"is_in_doaj":false,"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":"Computational Management Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6800000071525574,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396674177.pdf"},"referenced_works_count":84,"referenced_works":["https://openalex.org/W938188822","https://openalex.org/W1495528795","https://openalex.org/W1963924386","https://openalex.org/W1978657678","https://openalex.org/W2028226037","https://openalex.org/W2028327917","https://openalex.org/W2032797353","https://openalex.org/W2080243784","https://openalex.org/W2081188521","https://openalex.org/W2082000627","https://openalex.org/W2099827929","https://openalex.org/W2157520488","https://openalex.org/W2165063012","https://openalex.org/W2251575556","https://openalex.org/W2293668427","https://openalex.org/W2404573916","https://openalex.org/W2434101103","https://openalex.org/W2489208998","https://openalex.org/W2515998157","https://openalex.org/W2574989679","https://openalex.org/W2587108695","https://openalex.org/W2605560745","https://openalex.org/W2606648219","https://openalex.org/W2608271941","https://openalex.org/W2618851150","https://openalex.org/W2624835358","https://openalex.org/W2734686021","https://openalex.org/W2737600672","https://openalex.org/W2738887541","https://openalex.org/W2754746342","https://openalex.org/W2756473212","https://openalex.org/W2761429984","https://openalex.org/W2766229368","https://openalex.org/W2769108999","https://openalex.org/W2793987505","https://openalex.org/W2801461565","https://openalex.org/W2804731555","https://openalex.org/W2804983342","https://openalex.org/W2883550086","https://openalex.org/W2890397365","https://openalex.org/W2891235235","https://openalex.org/W2896570984","https://openalex.org/W2898001960","https://openalex.org/W2901708886","https://openalex.org/W2903213904","https://openalex.org/W2906063097","https://openalex.org/W2911964244","https://openalex.org/W2914549612","https://openalex.org/W2920856037","https://openalex.org/W2920977935","https://openalex.org/W2924653536","https://openalex.org/W2924838124","https://openalex.org/W2928831860","https://openalex.org/W2931922493","https://openalex.org/W2937594066","https://openalex.org/W2945170947","https://openalex.org/W2946569685","https://openalex.org/W2950403935","https://openalex.org/W2957047624","https://openalex.org/W2964574433","https://openalex.org/W2964783334","https://openalex.org/W2977098633","https://openalex.org/W2979094358","https://openalex.org/W2991431724","https://openalex.org/W2993837589","https://openalex.org/W2995039587","https://openalex.org/W3003215975","https://openalex.org/W3005847500","https://openalex.org/W3028663526","https://openalex.org/W3041188046","https://openalex.org/W3041690357","https://openalex.org/W3045995439","https://openalex.org/W3097898396","https://openalex.org/W3113633915","https://openalex.org/W3123091093","https://openalex.org/W3123335350","https://openalex.org/W3123937330","https://openalex.org/W3124987483","https://openalex.org/W3131561258","https://openalex.org/W3161178688","https://openalex.org/W3178981386","https://openalex.org/W4256344699","https://openalex.org/W4321236358","https://openalex.org/W4376141827"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4391375266","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W4395014643","https://openalex.org/W4391913857","https://openalex.org/W2350741829"],"abstract_inverted_index":{"Abstract":[0],"Airbnb's":[1],"distinctive":[2],"model":[3],"accommodates":[4],"a":[5,18,82,101],"broad":[6],"spectrum":[7],"of":[8,78,114,143],"hosts,":[9],"ranging":[10],"from":[11,54],"non-professionals":[12],"to":[13,34,86,120,123,126,135,155],"traditional":[14,43,131],"establishments,":[15],"resulting":[16],"in":[17,97,139,145],"nuanced":[19],"pricing":[20,32,157],"system":[21],"that":[22,41,118],"poses":[23],"challenges":[24],"for":[25],"prediction.":[26],"This":[27],"paper":[28],"delves":[29],"into":[30],"Airbnb":[31,64,164],"and,":[33],"address":[35],"this":[36],"exercise,":[37],"introduces":[38],"computational":[39],"approaches":[40,151],"combine":[42],"linear":[44],"methods":[45,132],"and":[46,125,159],"advanced":[47],"artificial":[48],"intelligence":[49],"techniques.":[50],"Utilizing":[51],"real":[52],"data":[53],"the":[55,57,75,98,110,141,146,163],"Netherlands,":[56,99],"study":[58],"specifically":[59],"focuses":[60],"on":[61],"all":[62],"active":[63],"listings":[65],"until":[66],"September":[67],"2019.":[68],"Our":[69,107],"contribution":[70],"stands":[71],"out":[72],"by":[73],"incorporating":[74],"financial":[76],"history":[77],"diverse":[79],"rental":[80],"offerings,":[81],"novel":[83],"aspect":[84],"compared":[85],"existing":[87],"literature.":[88],"Unlike":[89],"other":[90],"studies,":[91],"our":[92],"investigation":[93],"spans":[94],"various":[95],"cities":[96],"providing":[100],"comprehensive":[102],"view":[103],"beyond":[104],"individual":[105],"regions.":[106],"results":[108],"highlight":[109],"robust":[111],"predictive":[112],"capabilities":[113],"Artificial":[115],"Intelligence":[116],"techniques,":[117],"lead":[119],"lower":[121],"susceptibility":[122],"overfitting":[124],"superior":[127],"overall":[128,160],"performances.":[129],"However,":[130],"also":[133],"prove":[134],"be":[136],"valuable,":[137],"aiding":[138],"determining":[140],"significance":[142],"predictors":[144],"predicting":[147],"exercise.":[148],"Collectively,":[149],"these":[150],"offer":[152],"valuable":[153],"insights":[154],"enhance":[156],"strategies":[158],"performances":[161],"within":[162],"market.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
