{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,15]],"date-time":"2026-04-15T20:34:54Z","timestamp":1776285294213,"version":"3.50.1"},"reference-count":92,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,5,6]],"date-time":"2024-05-06T00:00:00Z","timestamp":1714953600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2024,5,6]],"date-time":"2024-05-06T00:00:00Z","timestamp":1714953600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Comput Manag Sci"],"published-print":{"date-parts":[[2024,6]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Airbnb's distinctive model accommodates a broad spectrum of hosts, ranging from non-professionals to traditional establishments, resulting in a nuanced pricing system that poses challenges for prediction. This paper delves into Airbnb pricing and, to address this exercise, introduces computational approaches that combine traditional linear methods and advanced artificial intelligence techniques. Utilizing real data from the Netherlands, the study specifically focuses on all active Airbnb listings until September 2019. Our contribution stands out by incorporating the financial history of diverse rental offerings, a novel aspect compared to existing literature. Unlike other studies, our investigation spans various cities in the Netherlands, providing a comprehensive view beyond individual regions. Our results highlight the robust predictive capabilities of Artificial Intelligence techniques, that lead to lower susceptibility to overfitting and to superior overall performances. However, traditional methods also prove to be valuable, aiding in determining the significance of predictors in the predicting exercise. Collectively, these approaches offer valuable insights to enhance pricing strategies and overall performances within the Airbnb market.<\/jats:p>","DOI":"10.1007\/s10287-024-00511-4","type":"journal-article","created":{"date-parts":[[2024,5,6]],"date-time":"2024-05-06T18:02:56Z","timestamp":1715018576000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Predicting Airbnb pricing: a comparative analysis of artificial intelligence and traditional approaches"],"prefix":"10.1007","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1899-2728","authenticated-orcid":false,"given":"Nicola","family":"Camatti","sequence":"first","affiliation":[]},{"given":"Giacomo","family":"di Tollo","sequence":"additional","affiliation":[]},{"given":"Gianni","family":"Filograsso","sequence":"additional","affiliation":[]},{"given":"Sara","family":"Ghilardi","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,5,6]]},"reference":[{"issue":"19","key":"511_CR1","doi-asserted-by":"publisher","first-page":"3131","DOI":"10.1080\/13683500.2019.1696758","volume":"25","author":"C Adamiak","year":"2022","unstructured":"Adamiak C (2022) Current state and development of Airbnb accommodation offer in 167 countries. Curr Issue Tour 25(19):3131\u20133149. https:\/\/doi.org\/10.1080\/13683500.2019.1696758","journal-title":"Curr Issue Tour"},{"issue":"3","key":"511_CR2","doi-asserted-by":"publisher","first-page":"155","DOI":"10.3390\/ijgi8030155","volume":"8","author":"C Adamiak","year":"2019","unstructured":"Adamiak C, Szyda B, Dubownik A, Garc\u00eda-\u00c1lvarez D (2019) Airbnb offer in Spain\u2014spatial analysis of the pattern and determinants of its distribution. ISPRS Int J Geo Inf 8(3):155. https:\/\/doi.org\/10.3390\/ijgi8030155","journal-title":"ISPRS Int J Geo Inf"},{"key":"511_CR3","doi-asserted-by":"crossref","unstructured":"Adamiak, C. (2018). Mapping Airbnb supply in European cities.","DOI":"10.1016\/j.annals.2018.02.008"},{"key":"511_CR4","unstructured":"AirDNA, LLC. (2018). Short-term rental data methodology - the AI behind AirDNA. Retrieved from AirDNA: https:\/\/www.airdna.co\/blog\/short-term-rental-datamethodology"},{"issue":"3","key":"511_CR5","doi-asserted-by":"publisher","first-page":"194","DOI":"10.1016\/j.ijinfomgt.2007.09.006","volume":"28","author":"J Albors","year":"2008","unstructured":"Albors J, Ramos JC, Hervas JL (2008) New learning network paradigms: communities of objectives, crowdsourcing, wikis and open source. Int J Inf Manage 28(3):194\u2013202. https:\/\/doi.org\/10.1016\/j.ijinfomgt.2007.09.006","journal-title":"Int J Inf Manage"},{"issue":"1","key":"511_CR6","doi-asserted-by":"publisher","first-page":"168","DOI":"10.1177\/1354816619885207","volume":"27","author":"J Andria","year":"2021","unstructured":"Andria J, di Tollo G, Pesenti R (2021) Fuzzy multi-criteria decision-making: an entropy-based approach to assess tourism sustainability. Tour Econ 27(1):168\u2013186. https:\/\/doi.org\/10.1177\/1354816619885207","journal-title":"Tour Econ"},{"issue":"4","key":"511_CR7","doi-asserted-by":"publisher","first-page":"733","DOI":"10.1016\/j.qref.2007.04.001","volume":"48","author":"E Angelini","year":"2008","unstructured":"Angelini E, Di Tollo G, Roli A (2008) A neural network approach for credit risk evaluation. Q Rev Econ Finance 48(4):733\u2013755. https:\/\/doi.org\/10.1016\/j.qref.2007.04.001","journal-title":"Q Rev Econ Finance"},{"key":"511_CR8","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-015-7799-1","volume-title":"Spatial econometrics: methods and models","author":"L Anselin","year":"1988","unstructured":"Anselin L (1988) Spatial econometrics: methods and models. Springer Science & Business Media, Dordrecht"},{"key":"511_CR9","unstructured":"Ball, J., Arnett, G., & Franklin, W. (2014). London\u2019s Buy-to-let Landlords Look to Move in on Spare Room Website Airbnb\u2019.\u00a0The Guardian,\u00a020."},{"key":"511_CR10","unstructured":"Bernardi, M. (2018). The impact of AirBnB on our cities: Gentrification and \u201cdisneyfication\u201d 2.0. LabGov.\u00a0City, The Urban Media Lab."},{"key":"511_CR11","doi-asserted-by":"publisher","unstructured":"Van der Borg, J., Camatti, N., Bertocchi, D., & Albarea, A. (2017). The rise of the sharing economy in tourism: Exploring Airbnb attributes for the Veneto Region. University Ca'Foscari of Venice, Dept. of Economics Research Paper Series No, 5. https:\/\/doi.org\/10.2139\/ssrn.2997985","DOI":"10.2139\/ssrn.2997985"},{"issue":"1","key":"511_CR12","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman L (2001) Random forests. Mach Learn 45(1):5\u201332","journal-title":"Mach Learn"},{"issue":"2","key":"511_CR13","doi-asserted-by":"publisher","first-page":"227","DOI":"10.3727\/108354219x15525055915554","volume":"24","author":"Y Cai","year":"2019","unstructured":"Cai Y, Zhou Y, Scott N (2019a) Price determinants of Airbnb listings: evidence from Hong Kong. Tour Anal 24(2):227\u2013242. https:\/\/doi.org\/10.3727\/108354219x15525055915554","journal-title":"Tour Anal"},{"key":"511_CR14","unstructured":"Cai T, Han K, Wu H (2019b) Melbourne airbnb price prediction"},{"issue":"5","key":"511_CR15","doi-asserted-by":"publisher","first-page":"168","DOI":"10.3390\/ijgi7050168","volume":"7","author":"M \u010ceh","year":"2018","unstructured":"\u010ceh M, Kilibarda M, Lisec A, Bajat B (2018) Estimating the performance of random forest versus multiple regression for predicting prices of the apartments. ISPRS Int J Geo Inf 7(5):168. https:\/\/doi.org\/10.3390\/ijgi7050168","journal-title":"ISPRS Int J Geo Inf"},{"key":"511_CR16","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1016\/j.ijhm.2019.03.008","volume":"81","author":"M Chattopadhyay","year":"2019","unstructured":"Chattopadhyay M, Mitra SK (2019) Do airbnb host listing attributes influence room pricing homogenously? Int J Hosp Manag 81:54\u201364. https:\/\/doi.org\/10.1016\/j.ijhm.2019.03.008","journal-title":"Int J Hosp Manag"},{"issue":"2","key":"511_CR17","first-page":"145","volume":"27","author":"KW Chau","year":"2003","unstructured":"Chau KW, Chin TL (2003) A critical review of literature on the hedonic price model. Int J Hous Sci Appl 27(2):145\u2013165","journal-title":"Int J Hous Sci Appl"},{"issue":"9","key":"511_CR18","doi-asserted-by":"publisher","first-page":"2405","DOI":"10.1108\/ijchm-10-2016-0606","volume":"29","author":"Y Chen","year":"2017","unstructured":"Chen Y, Xie K (2017) Consumer valuation of Airbnb listings: A hedonic pricing approach. Int J Contemp Hosp Manag 29(9):2405\u20132424. https:\/\/doi.org\/10.1108\/ijchm-10-2016-0606","journal-title":"Int J Contemp Hosp Manag"},{"issue":"3","key":"511_CR19","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1509\/jmkr.43.3.345","volume":"43","author":"JA Chevalier","year":"2006","unstructured":"Chevalier JA, Mayzlin D (2006) The effect of word of mouth on sales: online book reviews. J Mark Res 43(3):345\u2013354. https:\/\/doi.org\/10.1509\/jmkr.43.3.345","journal-title":"J Mark Res"},{"key":"511_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.tourman.2019.103981","volume":"77","author":"J Chica-Olmo","year":"2020","unstructured":"Chica-Olmo J, Gonz\u00e1lez-Morales JG, Zafra-G\u00f3mez JL (2020) Effects of location on Airbnb apartment pricing in M\u00e1laga. Tour Manage 77:103981. https:\/\/doi.org\/10.1016\/j.tourman.2019.103981","journal-title":"Tour Manage"},{"issue":"2","key":"511_CR21","doi-asserted-by":"publisher","first-page":"323","DOI":"10.1080\/14697688.2020.1778175","volume":"21","author":"M Corazza","year":"2021","unstructured":"Corazza M, De March D, di Tollo G (2021) Design of adaptive Elman networks for credit risk assessment. Quant Financ 21(2):323\u2013340. https:\/\/doi.org\/10.1080\/14697688.2020.1778175","journal-title":"Quant Financ"},{"issue":"4","key":"511_CR22","doi-asserted-by":"publisher","first-page":"399","DOI":"10.3401\/poms.1080.0040","volume":"17","author":"JD Dana Jr","year":"2008","unstructured":"Dana JD Jr (2008) New directions in revenue management research. Prod Oper Manag 17(4):399\u2013401. https:\/\/doi.org\/10.3401\/poms.1080.0040","journal-title":"Prod Oper Manag"},{"issue":"1","key":"511_CR23","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1080\/21681376.2019.1592699","volume":"6","author":"R Deboosere","year":"2019","unstructured":"Deboosere R, Kerrigan DJ, Wachsmuth D, El-Geneidy A (2019) Location, location and professionalization: a multilevel hedonic analysis of Airbnb listing prices and revenue. Reg Stud Reg Sci 6(1):143\u2013156. https:\/\/doi.org\/10.1080\/21681376.2019.1592699","journal-title":"Reg Stud Reg Sci"},{"key":"511_CR24","doi-asserted-by":"publisher","first-page":"248","DOI":"10.1016\/j.annals.2019.02.003","volume":"75","author":"S Dolnicar","year":"2019","unstructured":"Dolnicar S (2019) A review of research into paid online peer-to-peer accommodation: launching the annals of tourism research curated collection on peer-to-peer accommodation. Ann Tour Res 75:248\u2013264. https:\/\/doi.org\/10.1016\/j.annals.2019.02.003","journal-title":"Ann Tour Res"},{"issue":"1","key":"511_CR25","doi-asserted-by":"publisher","first-page":"135","DOI":"10.15196\/rs07108","volume":"7","author":"G Dud\u00e1s","year":"2017","unstructured":"Dud\u00e1s G, Vida G, Kovalcsik T, Boros L (2017) A socio-economic analysis of Airbnb in New York City. Reg Stat 7(1):135\u2013151. https:\/\/doi.org\/10.15196\/rs07108","journal-title":"Reg Stat"},{"key":"511_CR26","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1016\/j.tourman.2016.01.013","volume":"55","author":"E Ert","year":"2016","unstructured":"Ert E, Fleischer A, Magen N (2016) Trust and reputation in the sharing economy: the role of personal photos in Airbnb. Tour Manage 55:62\u201373. https:\/\/doi.org\/10.1016\/j.tourman.2016.01.013","journal-title":"Tour Manage"},{"issue":"8","key":"511_CR27","doi-asserted-by":"publisher","first-page":"1224","DOI":"10.1177\/1354816618825415","volume":"25","author":"JL Eugenio-Martin","year":"2019","unstructured":"Eugenio-Martin JL, Cazorla-Artiles JM, Gonz\u00e1lez-Martel C (2019) On the determinants of Airbnb location and its spatial distribution. Tour Econ 25(8):1224\u20131244. https:\/\/doi.org\/10.1177\/1354816618825415","journal-title":"Tour Econ"},{"key":"511_CR28","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1016\/j.chb.2017.02.029","volume":"72","author":"A Fagerstr\u00f8m","year":"2017","unstructured":"Fagerstr\u00f8m A, Pawar S, Sigurdsson V, Foxall GR, Yani-de-Soriano M (2017) That personal profile image might jeopardize your rental opportunity! On the relative impact of the seller\u2019s facial expressions upon buying behavior on Airbnb\u2122. Comput Hum Behav 72:123\u2013131. https:\/\/doi.org\/10.1016\/j.chb.2017.02.029","journal-title":"Comput Hum Behav"},{"key":"511_CR29","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1016\/j.ijhm.2019.04.023","volume":"83","author":"M Falk","year":"2019","unstructured":"Falk M, Larpin B, Scaglione M (2019) The role of specific attributes in determining prices of Airbnb listings in rural and urban locations. Int J Hosp Manag 83:132\u2013140. https:\/\/doi.org\/10.1016\/j.ijhm.2019.04.023","journal-title":"Int J Hosp Manag"},{"key":"511_CR30","doi-asserted-by":"publisher","DOI":"10.1007\/s10287-023-00441-7","author":"G Filograsso","year":"2023","unstructured":"Filograsso G, di Tollo G (2023) Adaptive evolutionary algorithms for portfolio selection problems. Comput Manag Sci. https:\/\/doi.org\/10.1007\/s10287-023-00441-7","journal-title":"Comput Manag Sci"},{"issue":"2","key":"511_CR31","doi-asserted-by":"publisher","first-page":"654","DOI":"10.1108\/intr-01-2020-0031","volume":"31","author":"S Fu","year":"2021","unstructured":"Fu S, Cheng X, Bao Y, Bilgihan A, Okumus F (2021) Staying in a hotel or peer-to-peer accommodation sharing? a discrete choice experiment with online reviews and discount strategies. Internet Res 31(2):654\u2013676. https:\/\/doi.org\/10.1108\/intr-01-2020-0031","journal-title":"Internet Res"},{"issue":"1","key":"511_CR32","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1080\/10548408.2017.1308292","volume":"35","author":"C Gibbs","year":"2018","unstructured":"Gibbs C, Guttentag D, Gretzel U, Morton J, Goodwill A (2018a) Pricing in the sharing economy: a hedonic pricing model applied to Airbnb listings. J Travel Tour Mark 35(1):46\u201356. https:\/\/doi.org\/10.1080\/10548408.2017.1308292","journal-title":"J Travel Tour Mark"},{"issue":"1","key":"511_CR33","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1108\/ijchm-09-2016-0540","volume":"30","author":"C Gibbs","year":"2018","unstructured":"Gibbs C, Guttentag D, Gretzel U, Yao L, Morton J (2018b) Use of dynamic pricing strategies by Airbnb hosts. Int J Contemp Hosp Manag 30(1):2\u201320. https:\/\/doi.org\/10.1108\/ijchm-09-2016-0540","journal-title":"Int J Contemp Hosp Manag"},{"key":"511_CR34","unstructured":"Grant, M. (2013). Airbnb. com poses only a small threat to hotel industry. Euromonitor International."},{"issue":"3","key":"511_CR35","doi-asserted-by":"publisher","first-page":"270","DOI":"10.1177\/1354816617731196","volume":"24","author":"U Gunter","year":"2018","unstructured":"Gunter U, \u00d6nder I (2018) Determinants of Airbnb demand in Vienna and their implications for the traditional accommodation industry. Tour Econ 24(3):270\u2013293. https:\/\/doi.org\/10.1177\/1354816617731196","journal-title":"Tour Econ"},{"key":"511_CR36","unstructured":"Gutt, D., & Herrmann, P. (2015, May). Sharing Means Caring? Hosts' Price Reaction to Rating Visibility. In\u00a0ECIS\u00a0(Vol. 54)."},{"issue":"12","key":"511_CR37","doi-asserted-by":"publisher","first-page":"1192","DOI":"10.1080\/13683500.2013.827159","volume":"18","author":"D Guttentag","year":"2015","unstructured":"Guttentag D (2015) Airbnb: disruptive innovation and the rise of an informal tourism accommodation sector. Curr Issue Tour 18(12):1192\u20131217. https:\/\/doi.org\/10.1080\/13683500.2013.827159","journal-title":"Curr Issue Tour"},{"issue":"4","key":"511_CR38","doi-asserted-by":"publisher","first-page":"814","DOI":"10.1108\/jhtt-08-2018-0075","volume":"10","author":"D Guttentag","year":"2019","unstructured":"Guttentag D (2019) Progress on Airbnb: a literature review. J Hosp Tour Technol 10(4):814\u2013844. https:\/\/doi.org\/10.1108\/jhtt-08-2018-0075","journal-title":"J Hosp Tour Technol"},{"issue":"3","key":"511_CR39","doi-asserted-by":"publisher","first-page":"342","DOI":"10.1177\/0047287517696980","volume":"57","author":"D Guttentag","year":"2018","unstructured":"Guttentag D, Smith S, Potwarka L, Havitz M (2018) Why tourists choose Airbnb: a motivation-based segmentation study. J Travel Res 57(3):342\u2013359. https:\/\/doi.org\/10.1177\/0047287517696980","journal-title":"J Travel Res"},{"issue":"9","key":"511_CR40","doi-asserted-by":"publisher","first-page":"2047","DOI":"10.1002\/asi.23552","volume":"67","author":"J Hamari","year":"2016","unstructured":"Hamari J, Sj\u00f6klint M, Ukkonen A (2016) The sharing economy: Why people participate in collaborative consumption. J Am Soc Inf Sci 67(9):2047\u20132059. https:\/\/doi.org\/10.1002\/asi.23552","journal-title":"J Am Soc Inf Sci"},{"issue":"10","key":"511_CR41","doi-asserted-by":"publisher","first-page":"1108","DOI":"10.1108\/01443570610691094","volume":"26","author":"SI Harewood","year":"2006","unstructured":"Harewood SI (2006) Managing a hotel\u2019s perishable inventory using bid prices. Int J Oper Prod Manag 26(10):1108\u20131122. https:\/\/doi.org\/10.1108\/01443570610691094","journal-title":"Int J Oper Prod Manag"},{"issue":"9","key":"511_CR42","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1109\/MSPEC.2015.7226609","volume":"52","author":"D Hill","year":"2015","unstructured":"Hill D (2015) How much is your spare room worth? IEEE Spectr 52(9):32\u201358","journal-title":"IEEE Spectr"},{"key":"511_CR43","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhm.2020.102470","volume":"87","author":"M Hossain","year":"2020","unstructured":"Hossain M (2020) Sharing economy: a comprehensive literature review. Int J Hosp Manag 87:102470. https:\/\/doi.org\/10.1016\/j.ijhm.2020.102470","journal-title":"Int J Hosp Manag"},{"issue":"3","key":"511_CR44","doi-asserted-by":"publisher","first-page":"378","DOI":"10.1016\/j.ijhm.2009.09.001","volume":"29","author":"WT Hung","year":"2010","unstructured":"Hung WT, Shang JK, Wang FC (2010) Pricing determinants in the hotel industry: quantile regression analysis. Int J Hosp Manag 29(3):378\u2013384. https:\/\/doi.org\/10.1016\/j.ijhm.2009.09.001","journal-title":"Int J Hosp Manag"},{"key":"511_CR45","doi-asserted-by":"publisher","unstructured":"Ikkala, T., & Lampinen, A. (2014). Defining the price of hospitality. In: Proceedings of the companion publication of the 17th ACM conference on computer supported cooperative work & social computing. https:\/\/doi.org\/10.1145\/2556420.2556506","DOI":"10.1145\/2556420.2556506"},{"key":"511_CR46","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1016\/j.seps.2004.11.001","volume":"123","author":"MP Johnson","year":"2003","unstructured":"Johnson MP (2003) Single-period location models for subsidized housing: tenant-based subsidies. Ann Oper Res 123:105\u2013124. https:\/\/doi.org\/10.1016\/j.seps.2004.11.001","journal-title":"Ann Oper Res"},{"key":"511_CR47","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1016\/j.annals.2016.02.006","volume":"58","author":"L Karlsson","year":"2016","unstructured":"Karlsson L, Dolnicar S (2016) Someone\u2019s been sleeping in my bed. Ann Tour Res 58:159\u2013162","journal-title":"Ann Tour Res"},{"key":"511_CR48","doi-asserted-by":"publisher","unstructured":"Kokasih, M. F., & Paramita, A. S. (2020). Property rental price prediction using the extreme gradient boosting algorithm. https:\/\/doi.org\/10.47738\/ijiis.v3i2.65","DOI":"10.47738\/ijiis.v3i2.65"},{"key":"511_CR49","doi-asserted-by":"publisher","first-page":"252","DOI":"10.1016\/j.ijhm.2018.09.013","volume":"82","author":"L Kwok","year":"2019","unstructured":"Kwok L, Xie KL (2019) Pricing strategies on Airbnb: Are multi-unit hosts revenue pros? Int J Hosp Manag 82:252\u2013259. https:\/\/doi.org\/10.1016\/j.ijhm.2018.09.013","journal-title":"Int J Hosp Manag"},{"key":"511_CR50","doi-asserted-by":"publisher","unstructured":"Lampinen, A., & Cheshire, C. (2016, May). Hosting via Airbnb: Motivations and financial assurances in monetized network hospitality. In\u00a0Proceedings of the 2016 CHI conference on human factors in computing systems\u00a0(pp. 1669\u20131680). https:\/\/doi.org\/10.1145\/2858036.2858092","DOI":"10.1145\/2858036.2858092"},{"key":"511_CR51","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1016\/j.regsciurbeco.2018.11.003","volume":"75","author":"A Lawani","year":"2019","unstructured":"Lawani A, Reed MR, Mark T, Zheng Y (2019) Reviews and price on online platforms: Evidence from sentiment analysis of Airbnb reviews in Boston. Reg Sci Urban Econ 75:22\u201334. https:\/\/doi.org\/10.1016\/j.regsciurbeco.2018.11.003","journal-title":"Reg Sci Urban Econ"},{"key":"511_CR52","doi-asserted-by":"publisher","unstructured":"Li, Y., Pan, Q., Yang, T., & Guo, L. (2016). Reasonable price recommendation on Airbnb using Multi-Scale clustering. In: 2016 35th Chinese control conference (CCC)\u00a0(pp. 7038\u20137041). IEEE. https:\/\/doi.org\/10.1109\/chicc.2016.7554467","DOI":"10.1109\/chicc.2016.7554467"},{"key":"511_CR53","doi-asserted-by":"publisher","unstructured":"Limsombunchao, V. (2004). House price prediction: hedonic price model vs. artificial neural network. https:\/\/doi.org\/10.3844\/ajassp.2004.193.201","DOI":"10.3844\/ajassp.2004.193.201"},{"key":"511_CR54","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1016\/j.tmp.2019.03.006","volume":"30","author":"T Lorde","year":"2019","unstructured":"Lorde T, Jacob J, Weekes Q (2019) Price-setting behavior in a tourism sharing economy accommodation market: a hedonic price analysis of AirBnB hosts in the caribbean. Tour Manag Perspect 30:251\u2013261. https:\/\/doi.org\/10.1016\/j.tmp.2019.03.006","journal-title":"Tour Manag Perspect"},{"key":"511_CR55","unstructured":"Lundberg, S. M., & Lee, S. I. (2017). A unified approach to interpreting model predictions.\u00a0Advances in neural information processing systems,\u00a030."},{"key":"511_CR56","doi-asserted-by":"publisher","DOI":"10.54097\/hset.v47i.8169","author":"Y Luo","year":"2019","unstructured":"Luo Y, Zhou X, Zhou Y (2019) Predicting Airbnb listing price across different cities. Highlights Sci Eng Technol. https:\/\/doi.org\/10.54097\/hset.v47i.8169","journal-title":"Highlights Sci Eng Technol"},{"key":"511_CR92","doi-asserted-by":"publisher","first-page":"527","DOI":"10.1016\/S1574-0145(06)01011-7","volume":"1","author":"RP McAfee","year":"2006","unstructured":"McAfee RP, Te Velde V (2006) Dynamic pricing in the airline industry. Handbook on economics and information systems 1:527\u201367","journal-title":"Handbook on economics and information systems"},{"key":"511_CR57","unstructured":"Mermet, A. C. (2019). The 'Airbnbfication' of the Icelandic capital. Towards an assessment of the socio-spatial impacts of Airbnb in the Reykjavik capital area (Doctoral dissertation, Fer\u00f0am\u00e1lastofa)."},{"key":"511_CR58","doi-asserted-by":"publisher","unstructured":"Mikhalkina, T., & Cabantous, L. (2015). Business model innovation: How iconic business models emerge. In\u00a0Business models and modelling\u00a0(pp. 59\u201395). Emerald Group Publishing Limited. https:\/\/doi.org\/10.1108\/s0742-332220150000033024","DOI":"10.1108\/s0742-332220150000033024"},{"key":"511_CR59","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.asoc.2013.12.017","volume":"17","author":"E Montero","year":"2014","unstructured":"Montero E, Riff M-C, Neveu B (2014) A beginner\u2019s guide to tuning methods. Appl Soft Comput 17:39\u201351","journal-title":"Appl Soft Comput"},{"key":"511_CR60","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1016\/j.jdmm.2018.11.004","volume":"11","author":"L Moreno-Izquierdo","year":"2019","unstructured":"Moreno-Izquierdo L, Ram\u00f3n-Rodr\u00edguez AB, Such-Devesa MJ, Perles-Ribes JF (2019) Tourist environment and online reputation as a generator of added value in the sharing economy: the case of Airbnb in urban and sun- and-beach holiday destinations. J Destin Mark Manag 11:53\u201366. https:\/\/doi.org\/10.1016\/j.jdmm.2018.11.004","journal-title":"J Destin Mark Manag"},{"issue":"8","key":"511_CR62","doi-asserted-by":"publisher","first-page":"1150","DOI":"10.1177\/1354816618805860","volume":"25","author":"I \u00d6nder","year":"2018","unstructured":"\u00d6nder I, Weismayer C, Gunter U (2018) Spatial price dependencies between the traditional accommodation sector and the sharing economy. Tour Econ 25(8):1150\u20131166. https:\/\/doi.org\/10.1177\/1354816618805860","journal-title":"Tour Econ"},{"key":"511_CR63","doi-asserted-by":"publisher","unstructured":"Oskam, J. A. (2019). The future of Airbnb and the \u2018sharing economy\u2019: The collaborative consumption of our cities (Vol. 1). Channel View Publications. https:\/\/doi.org\/10.21832\/9781845416744","DOI":"10.21832\/9781845416744"},{"issue":"6","key":"511_CR64","doi-asserted-by":"publisher","first-page":"2928","DOI":"10.1016\/j.eswa.2014.11.040","volume":"42","author":"B Park","year":"2015","unstructured":"Park B, Bae JK (2015) Using machine learning algorithms for housing price prediction: the case of Fairfax County, Virginia housing data. Expert Syst Appl 42(6):2928\u20132934. https:\/\/doi.org\/10.1016\/j.eswa.2014.11.040","journal-title":"Expert Syst Appl"},{"issue":"12","key":"511_CR65","doi-asserted-by":"publisher","first-page":"4596","DOI":"10.3390\/su10124596","volume":"10","author":"VR Perez-Sanchez","year":"2018","unstructured":"Perez-Sanchez VR, Serrano-Estrada L, Marti P, Mora-Garcia RT (2018) The what, where, and why of Airbnb price determinants. Sustainability 10(12):4596. https:\/\/doi.org\/10.3390\/su10124596","journal-title":"Sustainability"},{"issue":"1","key":"511_CR66","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1140\/epjds\/s13688-018-0156-6","volume":"7","author":"G Quattrone","year":"2018","unstructured":"Quattrone G, Greatorex A, Quercia D, Capra L, Musolesi M (2018) Analyzing and predicting the spatial penetration of Airbnb in US cities. EPJ Data Sci 7(1):31. https:\/\/doi.org\/10.1140\/epjds\/s13688-018-0156-6","journal-title":"EPJ Data Sci"},{"key":"511_CR67","doi-asserted-by":"publisher","unstructured":"Rezazadeh Kalehbasti, P., Nikolenko, L., & Rezaei, H. (2021, August). Airbnb price prediction using machine learning and sentiment analysis. In: international cross-domain conference for machine learning and knowledge extraction\u00a0(pp. 173\u2013184). Cham: Springer International Publishing. https:\/\/doi.org\/10.1007\/978-3-030-84060-0_11","DOI":"10.1007\/978-3-030-84060-0_11"},{"key":"511_CR68","doi-asserted-by":"crossref","unstructured":"Rubino, I., & Coscia, C. (2018, May). Airbnb revenue generation in the urban context: An analysis of renting patterns and dynamics. In international symposium on new metropolitan perspectives (pp. 643\u2013651). Cham: Springer International Publishing.","DOI":"10.1007\/978-3-319-92099-3_72"},{"key":"511_CR69","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhm.2020.102555","volume":"89","author":"R Sainaghi","year":"2020","unstructured":"Sainaghi R (2020) The current state of academic research into peer-to-peer accommodation platforms. Int J Hosp Manag 89:102555. https:\/\/doi.org\/10.1016\/j.ijhm.2020.102555","journal-title":"Int J Hosp Manag"},{"issue":"2","key":"511_CR70","doi-asserted-by":"publisher","first-page":"557","DOI":"10.1108\/ijchm-08-2020-0884","volume":"33","author":"R Sainaghi","year":"2021","unstructured":"Sainaghi R (2021) Determinants of price and revenue for peer-to-peer hosts The state of the art. Int J Contemporary Hospitality Manag 33(2):557\u2013586. https:\/\/doi.org\/10.1108\/ijchm-08-2020-0884","journal-title":"Int J Contemporary Hospitality Manag"},{"key":"511_CR71","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhm.2019.102393","volume":"88","author":"R Sainaghi","year":"2020","unstructured":"Sainaghi R, Baggio R (2020) Clusters of topics and research designs in peer-to-peer accommodation platforms. Int J Hosp Manag 88:102393. https:\/\/doi.org\/10.1016\/j.ijhm.2019.102393","journal-title":"Int J Hosp Manag"},{"issue":"2","key":"511_CR72","first-page":"488","volume":"59","author":"TC Schelling","year":"1969","unstructured":"Schelling TC (1969) Models of segregation. Am Econ Rev 59(2):488\u2013493","journal-title":"Am Econ Rev"},{"issue":"8","key":"511_CR73","doi-asserted-by":"publisher","DOI":"10.1111\/soc4.12493","volume":"11","author":"JB Schor","year":"2017","unstructured":"Schor JB, Attwood-Charles W (2017) The \u201csharing\u201d economy: labor, inequality, and social connection on for-profit platforms. Sociol Compass 11(8):e12493. https:\/\/doi.org\/10.1111\/soc4.12493","journal-title":"Sociol Compass"},{"issue":"3","key":"511_CR74","doi-asserted-by":"publisher","first-page":"509","DOI":"10.18865\/ed.30.3.509","volume":"30","author":"GS Smith","year":"2020","unstructured":"Smith GS, Thorpe RJ Jr (2020) Gentrification: a priority for environmental justice and health equity research. Ethnicity Dis 30(3):509. https:\/\/doi.org\/10.18865\/ed.30.3.509","journal-title":"Ethnicity Dis"},{"issue":"2","key":"511_CR75","doi-asserted-by":"publisher","first-page":"327","DOI":"10.1093\/cjres\/rsx004","volume":"10","author":"F Stabrowski","year":"2017","unstructured":"Stabrowski F (2017) \u2018People as businesses\u2019: Airbnb and urban micro-entrepreneurialism in New York City. Camb J Reg Econ Soc 10(2):327\u2013347. https:\/\/doi.org\/10.1093\/cjres\/rsx004","journal-title":"Camb J Reg Econ Soc"},{"issue":"19","key":"511_CR76","doi-asserted-by":"publisher","first-page":"2315","DOI":"10.1080\/13683500.2018.1475469","volume":"22","author":"E Sthapit","year":"2019","unstructured":"Sthapit E, Jim\u00e9nez-Barreto J (2019) You never know what you will get in an Airbnb: poor communication destroys value for guests. Curr Issue Tour 22(19):2315\u20132318. https:\/\/doi.org\/10.1080\/13683500.2018.1475469","journal-title":"Curr Issue Tour"},{"key":"511_CR77","doi-asserted-by":"publisher","DOI":"10.3917\/rimhe.035.0092","author":"A Sundararajan","year":"2017","unstructured":"Sundararajan A (2017) The sharing economy: The end of employment and the rise of crowd-based capitalism. MIT Press. https:\/\/doi.org\/10.3917\/rimhe.035.0092","journal-title":"MIT Press"},{"key":"511_CR78","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1016\/j.ijinfomgt.2018.07.004","volume":"43","author":"W Sutherland","year":"2018","unstructured":"Sutherland W, Jarrahi MH (2018) The sharing economy and digital platforms: a review and research agenda. Int J Inf Manage 43:328\u2013341. https:\/\/doi.org\/10.1016\/j.ijinfomgt.2018.07.004","journal-title":"Int J Inf Manage"},{"key":"511_CR79","doi-asserted-by":"publisher","unstructured":"Tang, E., & Sangani, K. (2015). Neighborhood and price prediction for San Francisco Airbnb listings.\u00a0Departments of Computer science, Psychology, economics\u2013Stanford University. https:\/\/doi.org\/10.24148\/cdwp2021-01","DOI":"10.24148\/cdwp2021-01"},{"key":"511_CR93","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1016\/j.ijhm.2019.03.012","volume":"81","author":"LR Tang","year":"2006","unstructured":"Tang LR, Kim J,\u00a0 Wang X (2019) Estimating spatial effects on peer-to-peer accommodation prices: toward an innovative hedonic model approach.\u00a0 Int J Hospital Manag\u00a0 81:43\u201353. https:\/\/doi.org\/10.1016\/j.ijhm.2019.03.012","journal-title":"Int J Hospital Manag"},{"issue":"4","key":"511_CR80","doi-asserted-by":"publisher","first-page":"53","DOI":"10.22381\/jsme5420173","volume":"5","author":"T Teubner","year":"2017","unstructured":"Teubner T, Hawlitschek F, Dann D (2017) Price determinants on Airbnb: How reputation pays off in the sharing economy. J Self-Govern Manag Econ 5(4):53\u201380. https:\/\/doi.org\/10.22381\/jsme5420173","journal-title":"J Self-Govern Manag Econ"},{"issue":"20","key":"511_CR81","doi-asserted-by":"publisher","first-page":"3309","DOI":"10.1080\/13683500.2020.1718619","volume":"25","author":"B Tong","year":"2020","unstructured":"Tong B, Gunter U (2020) Hedonic pricing and the sharing economy: how profile characteristics affect Airbnb accommodation prices in Barcelona, Madrid, and Seville. Curr Issue Tour 25(20):3309\u20133328. https:\/\/doi.org\/10.1080\/13683500.2020.1718619","journal-title":"Curr Issue Tour"},{"key":"511_CR82","doi-asserted-by":"publisher","DOI":"10.1016\/j.jtrangeo.2021.103130","volume":"94","author":"U T\u00fcrk","year":"2021","unstructured":"T\u00fcrk U, \u00d6sth J, Kourtit K, Nijkamp P (2021) The path of least resistance explaining tourist mobility patterns in destination areas using Airbnb data. J Transp Geogr 94:103130. https:\/\/doi.org\/10.1016\/j.jtrangeo.2021.103130","journal-title":"J Transp Geogr"},{"issue":"2","key":"511_CR83","doi-asserted-by":"publisher","first-page":"151","DOI":"10.3727\/154427217X14912408849458","volume":"21","author":"G Visser","year":"2017","unstructured":"Visser G, Erasmus I, Miller M (2017) Airbnb: the emergence of a new accommodation type in Cape Town. South Africa Tour Rev Int 21(2):151\u2013168. https:\/\/doi.org\/10.3727\/154427217X14912408849458","journal-title":"South Africa Tour Rev Int"},{"key":"511_CR84","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1016\/j.ijhm.2016.12.007","volume":"62","author":"D Wang","year":"2017","unstructured":"Wang D, Nicolau JL (2017) Price determinants of sharing economy based accommodation rental: A study of listings from 33 cities on Airbnb. com. Int J Hosp Manag 62:120\u2013131. https:\/\/doi.org\/10.1016\/j.ijhm.2016.12.007","journal-title":"Int J Hosp Manag"},{"key":"511_CR85","doi-asserted-by":"publisher","first-page":"494","DOI":"10.1016\/j.landusepol.2017.09.025","volume":"69","author":"J Wegmann","year":"2017","unstructured":"Wegmann J, Jiao J (2017) Taming Airbnb: Toward guiding principles for local regulation of urban vacation rentals based on empirical results from five US cities. Land Use Policy 69:494\u2013501. https:\/\/doi.org\/10.1016\/j.landusepol.2017.09.025","journal-title":"Land Use Policy"},{"issue":"2","key":"511_CR86","doi-asserted-by":"publisher","first-page":"128","DOI":"10.1177\/1938965519890578","volume":"61","author":"KL Xie","year":"2019","unstructured":"Xie KL, Kwok L, Heo CY (2019a) Are neighbors friends or foes? assessing Airbnb listings\u2019 agglomeration effect in New York City. Cornell Hospital Q 61(2):128\u2013141. https:\/\/doi.org\/10.1177\/1938965519890578","journal-title":"Cornell Hospital Q"},{"key":"511_CR87","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1016\/j.ijhm.2018.05.007","volume":"76","author":"K Xie","year":"2019","unstructured":"Xie K, Mao Z, & Wu, J. (2019b) Learning from peers: The effect of sales history disclosure on peer-to-peer short-term rental purchases. Int J Hosp Manag 76:173\u2013183. https:\/\/doi.org\/10.1016\/j.ijhm.2018.05.007","journal-title":"Int J Hosp Manag"},{"key":"511_CR88","doi-asserted-by":"publisher","DOI":"10.1080\/14616688.2019.1586987","author":"F Xu","year":"2019","unstructured":"Xu F, Hu M, La L, Wang J, Huang C (2019) The influence of neighbourhood environment on Airbnb: a geographically weighed regression analysis. Tour Geogr. https:\/\/doi.org\/10.1080\/14616688.2019.1586987","journal-title":"Tour Geogr"},{"issue":"12","key":"511_CR89","doi-asserted-by":"publisher","first-page":"4520","DOI":"10.1108\/ijchm-02-2019-0106","volume":"31","author":"B Yao","year":"2019","unstructured":"Yao B, Qiu RT, Fan DX, Liu A, Buhalis D (2019) Standing out from the crowd\u2013an exploration of signal attributes of Airbnb listings. Int J Contemp Hosp Manag 31(12):4520\u20134542. https:\/\/doi.org\/10.1108\/ijchm-02-2019-0106","journal-title":"Int J Contemp Hosp Manag"},{"issue":"5","key":"511_CR90","doi-asserted-by":"publisher","first-page":"687","DOI":"10.1509\/jmr.15.0204","volume":"54","author":"G Zervas","year":"2017","unstructured":"Zervas G, Proserpio D, Byers JW (2017) The rise of the sharing economy: Estimating the impact of Airbnb on the hotel industry. J Mark Res 54(5):687\u2013705. https:\/\/doi.org\/10.1509\/jmr.15.0204","journal-title":"J Mark Res"},{"issue":"9","key":"511_CR91","doi-asserted-by":"publisher","first-page":"1635","DOI":"10.3390\/su9091635","volume":"9","author":"Z Zhang","year":"2017","unstructured":"Zhang Z, Chen RJ, Han LD, Yang L (2017) Key factors affecting the price of Airbnb listings: A geographically weighted approach. Sustainability 9(9):1635. https:\/\/doi.org\/10.3390\/su9091635","journal-title":"Sustainability"}],"container-title":["Computational Management Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10287-024-00511-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10287-024-00511-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10287-024-00511-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,22]],"date-time":"2024-06-22T12:15:19Z","timestamp":1719058519000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10287-024-00511-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,5,6]]},"references-count":92,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2024,6]]}},"alternative-id":["511"],"URL":"https:\/\/doi.org\/10.1007\/s10287-024-00511-4","relation":{},"ISSN":["1619-697X","1619-6988"],"issn-type":[{"value":"1619-697X","type":"print"},{"value":"1619-6988","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,5,6]]},"assertion":[{"value":"16 December 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 April 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 May 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"30"}}