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題名:基於機器學習的臺灣民宿訂價分析與預測模型--電子口碑的角色
書刊名:觀光與休閒管理期刊
作者:蘇致瑩陳俊智包曉天 引用關係
作者(外文):Su, Zhi-yingChen, Chun-chihPao, Hsiao-tien
出版日期:2020
卷期:8:1
頁次:頁37-51
主題關鍵詞:民宿訂價機器學習電子口碑預測模型特徵重要性分析Bed and breakfastElectronic word-of-mouthEWOMPrediction modelFeature importanceMachine learningXGBoost
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(0) 博士論文(0) 專書(0) 專書論文(0)
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  • 點閱點閱:1
期刊論文
1.Rigall-I-Torrent, R.、Fluvià, M.(2011)。Managing Tourism Products and Destinations Embedding Public Good Components: A Hedonic Approach。Tourism Management,32(2),244-255。  new window
2.Monty, B.、Skidmore, M.(2003)。Hedonic Pricing and Willingness to Pay for Bed and Breakfast Amenities in Southeast Wisconsin。Journal of Travel Research,42(2),195-199。  new window
3.Cantallops, Antoni Serra、Salvi, Fabiana(2014)。New consumer behavior: A review of research on eWOM and hotels。International Journal of Hospitality Management,36(1),41-51。  new window
4.Öğüt, H.、Onur Taş, B. K.(2012)。The influence of internet customer reviews on the online sales and prices in hotel industry。The Service Industries Journal,32(2),197-214。  new window
5.Schamel, G.(2012)。Weekend vs. midweek stays: Modelling hotel room rates in a small market。International Journal of Hospitality Management,31(4),1113-1118。  new window
6.Tsao, Wen-Chin、Hsieh, Ming-Tsang、Shih, Li-Wen、Lin, Tom M. Y.(2015)。Compliance with eWOM: The influence of hotel reviews on booking intention from the perspective of consumer conformity。International Journal of Hospitality Management,46,99-111。  new window
7.Zhang, Z.、Ye, Q.、Law, R.(2011)。Determinants of hotel room price: An exploration of travelers' hierarchy of accommodation needs。International Journal of Contemporary Hospitality Management,23(7),972-981。  new window
8.Chen, Ching-Fu、Rothschild, R.(2010)。An Application of Hedonic Pricing Analysis to the Case of Hotel Rooms in Taipei。Tourism Economics,16(3),685-694。  new window
9.Rigall-I-Torrent, R.、Fluvià, M.、Ballester, R.、Saló, A.、Ariza, E.、Espinet, J.-M.(2011)。The effects of beach characteristics and location with respect to hotel prices。Tourism Management,32(5),1150-1158。  new window
10.Sirmans, G. Stacy、Macpherson, David A.、Zietz, Emily N.(2005)。The Composition of Hedonic Pricing Models。Journal of Real Estate Literature,13(1),3-43。  new window
11.Nieto-García, M.、Muñoz-Gallego, P. A.、González-Benito, Ó.(2017)。Tourists' willingness to pay for an accommodation: The effect of eWOM and internal reference price。International Journal of Hospitality Management,62,67-77。  new window
12.Thrane, C.(2007)。Examining the Determinants of Room Rates for Hotels in Capital Cities: The Oslo Experience。Journal of Revenue and Pricing Management,5(4),315-323。  new window
13.Abrate, G.、Viglia, G.(2016)。Strategic and tactical price decisions in hotel revenue management。Tourism Management,55,123-132。  new window
14.Andersson, D. E.(2010)。Hotel attributes and hedonic prices: an analysis of internet-based transactions in Singapore's market for hotel rooms。The Annals of Regional Science,44(2),229-240。  new window
15.Falk, M.、Larpin, B.、Scaglione, M.(2019)。The role of specific attributes in determining prices of Airbnb listings in rural and urban locations。International Journal of Hospitality Management,83,132-140。  new window
16.Fleischer, A.(2012)。A room with a View--A Valuation of the Mediterranean Sea View。Tourism Management,33(3),598-602。  new window
17.Juaneda, C.、Raya, J. M.、Sastre, F.(2011)。Pricing the time and location of a stay at a hotel or apartment。Tourism Economics,17(2),321-338。  new window
18.Latinopoulos, D.(2018)。Using a spatial hedonic analysis to evaluate the effect of sea view on hotel prices。Tourism Management,65,87-99。  new window
19.Lee, Seul Ki、Jang, Soo Cheong Shawn(2011)。Room Rates of U.S. Airport Hotels: Examining the Dual Effects of Proximities。Journal of Travel Research,50(2),186-197。  new window
20.Soler, I. P.、Gemar, G.(2018)。Hedonic price models with geographically weighted regression: An application to hospitality。Journal of Destination Marketing & Management,9,126-137。  new window
21.White, P. J.、Mulligan, G. F.(2002)。Hedonic estimates of lodging rates in the four corners region。The Professional Geographer,54(4),533-543。  new window
22.Yang, Y.、Mueller, N. J.、Croes, R. R.(2016)。Market accessibility and hotel prices in the Caribbean: The moderating effect of quality-signaling factors。Tourism Management,56,40-51。  new window
23.Filieri, Raffaele、McLeay, Fraser(2014)。E-WOM and Accommodation: An Analysis of the Factors That Influence Travelers' Adoption of Information from Online Reviews。Journal of Travel Research,53(1),44-57。  new window
會議論文
1.Chen, T. C.、Guestrin, C.(2016)。Xgboost: A scalable tree boosting system。The 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,(會議日期: 13-17 August, 2016)。ACM。785-794。  new window
研究報告
1.(2018)。相關來臺觀光百分比資訊。  延伸查詢new window
圖書
1.Follain, J. R.、Malpezzi, S.(1980)。Dissecting housing value and rent: estimates of hedonic indexes for thirty-nine large SMSAs。  new window
其他
1.(2018)。來臺旅客消費及動向調查,https://admin.taiwan.net.tw/Handlers/FileHandler.ashx?fid=daaddd30-037b-4b6f-ac4c-27be064bb8b9&type=4&no=1。  new window
2.(2018)。相關民宿資訊,https://www.taiwanstay.net.tw/tourism_web/news.php。  new window
3.(2015)。Global Trust in Advertising,http://www.nielsen.com/content/dam/nielsenglobal/apac/docs/reports/2015/nielsen-global-trust-in-advertisingreport-september-2015.pdf。  new window
4.(2018)。相關民宿特徵資訊及電子口碑資訊,https://www.booking.com。  延伸查詢new window
5.(2016)。XGBoost Documentation,https://xgboost.readthedocs.io/en/latest/。  new window
6.Chen, T. Q.(2014)。Introduction to XGBoost,https://homes.cs.washington.edu/-tqchen/pdf/BoostedTree.pdf。  new window
 
 
 
 
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