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題名:購屋者投資機率預測模型之探討
書刊名:臺大管理論叢
作者:邱于修周美伶 引用關係張金鶚 引用關係
作者(外文):Chiou, Yu-shiouChou, Mei-lingChang, Chin-oh
出版日期:2013
卷期:23:2
頁次:頁1-28
主題關鍵詞:購屋行為購屋投資者預測機率模型Homebuyer's behaviorHousing investorProbability prediction model
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(2) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:2
  • 共同引用共同引用:99
  • 點閱點閱:64
本文採用「住宅需求動向調查」2006Q4 至2007Q3 之已購屋者問卷,以二元羅吉特模型之機率預測模型,分析投資者與自住者在住宅屬性、購屋搜尋行為與購屋者屬性之差異,並探討不同機率界限下,預測可信度最高之最適機率界限值。實證結果顯示,購買區位在中心都市、高單價、小面積產品、預售屋、中古屋與法/ 銀拍屋之購屋者,其為投資目的機率較高。此外,投資者具有搜尋時間短、年齡較長、男性、無固定職業及家庭平均月收入較高等特徵。本文運用貝氏定理得出當機率界限值為0.7 時,模型預測可信度最高 ( 投資者達72.22%,自住者80.06%)。以2007Q4 的資料作樣本外驗證,投資者預測可信度為65.52%,自住者預測可信度為84.51%。最後,模擬不同權重下,應貸而未貸以及違約與提前清償的誤差,對於金融機構個別可能造成的損失,模擬結果同樣顯示0.7 為損失最少的機率界限值。
This study investigates the government-conducted “Housing Demand Survey” from 2006Q4 to 2007Q3 to establish a binary logit model to analyze the housing attributes, search behaviors, and investors and owner-occupiers’ personal characteristics for financial institutions prediction in determining house buyer motivation and reducing the loss incurred when payment is not advanced or is defaulted. The empirical results show that the locations, prices, sizes, and types of houses are the dominant factors affecting investment probability. Investors end to select houses located downtown with high unit prices and small in size. They also tend to buy pre-sale, resold, and auction houses. The individual attributes of buyers, such as gender, age, occupation, and income, also play an important role in investment decisions. The proposed model has the highest prediction accuracy when the probability cutoff poin is 0.7 and the investors’ hit rate is 65.52 % in contrast to the owneroccupiers’ 84.51%, as indicated by the out-sample test. This study also determines that financial institutions incur the least loss with a cutoff point of 0.7 under different weights, when payment is not advanced or is defaulted.
期刊論文
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3.劉代洋、李馨蘋(19940300)。購屋貸款與家戶社經特性之實證研究--以臺中都會區為例。管理科學學報,11(1),109-127。  延伸查詢new window
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10.Quigley, J. M.、Van Order, R.(1991)。Defaults on mortgage obligations and capital requirements for U. S. savings institutions-a policy perspective。Journal of Public Economics,44(3),353-369。  new window
11.Haurin, D. R.(1991)。Income variability, homeownership, and housing demand。Journal of Housing Economics,1(1),60-74。  new window
12.林祖嘉、馬毓駿(20071200)。特徵方程式大量估價法在臺灣不動產市場之應用。住宅學報,16(2),1-22。new window  延伸查詢new window
13.劉展宏、張金鶚(20010200)。購屋貸款提前清償行為之研究。住宅學報,10(1),29-49。new window  延伸查詢new window
14.李春長、童作君(20100600)。住宅特徵價格模型之多層次分析。經濟論文叢刊,38(2),289-325。new window  延伸查詢new window
15.郭敏華、郭迺鋒、邱耀初、范秉航(20050800)。性別與投資行為:以臺灣股票市場為例。財務金融學刊,13(2),1-28。new window  延伸查詢new window
16.周美伶、張金鶚(20050100)。購屋搜尋期間影響因素之研究。管理評論,24(1),133-150。new window  延伸查詢new window
17.張金鶚、陳明吉、鄧筱蓉、楊智元(20091200)。臺北市房價泡沫知多少?--房價vs.租金、房價vs.所得。住宅學報,18(2),1-22。new window  延伸查詢new window
研究報告
1.Davidoff, T.(2001)。Labor income, housing prices and homeownership。  new window
2.Fang, Y.(2005)。Consumption along the life cycle: How different is housing?。  new window
圖書
1.Mendard, S.(1995)。Applied logistic regression analysis。Thousand Oaks, CA:Sage Publication。  new window
2.Neter, J.、Kutner, M. H.、Nachtsheim, C. J.、Wasserman, W.(1999)。Applied linear statistical models。McGraw-Hill。  new window
3.Swinburne, R.(2005)。Bayes’s theorem。New York, NY:Oxford University Press。  new window
4.Allison, Paul D.(1999)。Logistic Regression Using the SAS System: Theory and Application。Cary, NC:SAS Institute。  new window
5.王濟川、郭志剛(2005)。Logistic迴歸模型--方法與應用。台北:五南圖書。  延伸查詢new window
其他
1.陳怡慈(20080605)。投資客長啥樣?銀行:像萬花筒。  延伸查詢new window
 
 
 
 
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