城市住房子市场价格差异的分位数分解方法与实证

doi:10.16381/j.cnki.issn1003-207x.2017.06.005

摘要/Abstract

摘要： 由于住房的异质性，住房特征和住房价格的空间差异是城市住房市场的基本特征。以保定市为研究对象，按方位划分住房子市场，通过分位回归估计建立Hedonic住房价格模型，采用Q-JMP分位数分解法将住房价格分布的变化分解为住房特征变量变化和Hedonic函数变化，进而分析房价变动的原因，探讨各子市场之间不同价位房价变动的规律。研究发现住房价格空间差异主要由住房特征的不均衡引起，且随分位点升高而减小。

关键词: 住房价格, 异质性, 子市场, Hedonic模型, 分位数分解

Abstract: On account of heterogeneity of houses, the variation in housing characteristics and prices by location is a fundamental feature of the urban housing market. In this paper, Baoding city is taken as a case, segments house market according to the azimuth, hedonic housing price model is established by quantile regression. Using the Q-JMP method, the housing price changes distribution has been decomposed into housing characteristic variables change and hedonic function, and then the causes of price changes, and the rules of changes in the prices of different spaces between each market are analyzed. The study finds that differences in housing prices is mainly caused by the disproportion housing characteristics, and decrease with the increase of the quantiles.

Key words: housing price, heterogeneity, sub-market, hedonic model, quantile decomposition

中图分类号:

F293.3

程亚鹏. 城市住房子市场价格差异的分位数分解方法与实证[J]. 中国管理科学, 2017, 25(6): 39-49.

CHENG Ya-peng. Quantile Decomposition Method and Empirical Analysis of Price Difference between Urban Housing Sub-market[J]. Chinese Journal of Management Science, 2017, 25(6): 39-49.

参考文献

[1] Tu Yong. Local housing sub-market structure and regional household housing choice behaviour[D]. Edinburgh: Edinburgh Napier University, 1995.

[2] Smith L B, Rosen K T, Fallis G. Recent developments in economic models of housing markets[J]. Journal of Economic Literature, 1988, 26(1): 29-64.

[3] Janssen C, Soderberg B. Estimating market prices and assessed values for income properties[J]. Urban Studies, 1999, 36(2): 359-376.

[4] Lancaster K. A new approach to consumer theory[J]. The Journal of Political Economy, 1966, 74(2): 132-157.

[5] Rothenberg J. The maze of urban housing markets: Theory, evidence, and policy[M]. Chicago: University of Chicago Press, 1991.

[6] Straszheim M. An econometric analysis of the urban housing market[M]. New York: Columbia University Press, 1975.

[7] Coulson N E, Zabel J E. What can we learn from hedonic models when housing markets are dominated by foreclosures?[J]. Annual Review of Resource Economics, 2013, 5(1): 261-279.

[8] Hincks S, Baker M. A critical reflection on housing market area definition in England[J]. Housing Studies, 2012, 27(7): 873-897.

[9] Ayan E, Erkin H C. Hedonic modeling for a growing housing market: Valuation of apartments in complexes[J]. International Journal of Economics & Finance, 2014, 6(3): 188-199.

[10] 刘晓倩, 周勇. 加权复合分位数回归方法在动态VaR风险度量中的应用[J]. 中国管理科学, 2015, 23(6): 1-8.

[11] Choy L H, Ho W K, Mak S W. Housing attributes and Hong Kong real estate prices: A quantile regression analysis[J]. Construction Management and Economics, 2012, 30(5): 359-366.

[12] 程亚鹏. 住房特征对房价条件分布的影响:分位回归估计[J]. 系统工程理论与实践, 2013, 33(10): 2539-2545.

[13] Melly B. Decomposition of differences in distribution using quantile regression[J]. Labour Economics, 2005, 12(4): 577-590.

[14] Jones C, Leishman C, Watkins C. Intra-urban migration and housing sub-markets: Theory and evidence[J]. Housing Studies, 2004, 19(2): 269-283.

[15] Tu Yong. The local housing sub-market structure and its properties[J]. Urban Studies, 1997, 34(2): 337-353.

[16] Goodman A C, Thibodeau T G. The spatial proximity of metropolitan area housing submarkets[J]. Real Estate Economics, 2007, 35(2): 209-232.

[17] Maclennan D, Tu Yong. Economic perspectives on the structure of local housing systems[J]. Housing Studies, 1996, 11(3): 387-406.

[18] Schnare A B, Struyk R J. Segmentation in urban housing market[J]. Journal of Urban Economics, 1976, 3(2): 146-166.

[19] Goodman A C. Housing sub-markets within urban areas: Definitions and evidence[J]. Journal of Regional Science, 1981, 21(2): 175-185.

[20] Michaels R G, Smith V K. Market segmentation valuing amenities with hedonic models: The case of hazardous waste sites[J]. Journal of Urban Economics, 1990, 28(2): 223-242.

[21] Piazzesi M, Schneider M, Stroebel J. Segmented housing search[R]. National Bureau of Economic Research,Working Paper, National Bureau of Economic Research, 2014.

[22] Fletcher M, Gallimore P, Mangan J. The modelling of housing sub-markets[J]. Journal of Property Investment & Finance, 2000, 18(4): 473-487.

[23] Bourassa S C, Cantoni E, Hoesli M. Spatial dependence, housing submarkets, and house price prediction[J]. Journal of Real Estate Finance and Economics, 2007, 35(2): 143-160.

[24] Fik T J, Ling D C, Mulligan G F. Modeling spatial variation in housing prices: A variable interaction approach[J]. Real Estate Economics, 2003, 31(4): 623-646.

[25] Bourassa S C, Hamelink F, Hoesli M, et al. Defining housing submarkets[J]. Journal of Housing Economics, 1999, 8(2): 160-183.

[26] Goodman A C, Thibodeau T G. Housing market segmentation and hedonic prediction accuracy[J]. Journal of Housing Economics, 2003, 12(3): 181-201.

[27] Jones C, Leishman C, Watkins C. Housing market processes, urban housing sub-markets and planning policy[J]. Town Planning Review, 2005, 76(2): 215-233.

[28] Bourassa S C, Hoesli M, Peng V S. Do housing submarkets really matter[J]. Journal of Housing Economics, 2003, 12(1): 12-28.

[29] Leishman C, Costello G, Rowley S, et al. The predictive performance of multilevel models of housing sub-markets: A comparative analysis[J]. Urban Studies, 2013, 50(6): 1201-1220.

[30] Dunse N, Leishman C, Watkins C. Testing for the existence of office sub-markets: A comparison of evidence from two cities[J]. Urban Studies, 2002, 39(3): 483-506.

[31] Wolverton M, Hardin Ⅲ W G, Cheng P. Disaggregation of local apartment markets by unit type[J]. Journal of Real Estate Finance and Economics, 1999, 19(3): 243-257.

[32] Mollard A, Rambolinaza M, Vollet D. Market structure and environmental amenities in hedonic pricing of rural cottages[R]. Working Paper, Grenoble Applied Economics Laboratory, 2004.

[33] Reed R. The significance of social influences and established housing values[J]. Australian Property Journal, 2001, 36(6): 524-527.

[34] Adair A S, Berry J, McGreal W S J, et al. The local housing system in Craigavon, N. Ireland: Ethno-religious residential segregation, socio-tenurial polarisation and sub-markets[J]. Urban Studies, 2000, 37(7): 1079-1092.

[35] Koenker R W, Bassett G, Jr. Regression quantiles[J]. Econometrica, 1978, 46(1): 33-50.

[36] 黄健, 高琪. 户籍身份与城镇职工教育收益率——分位回归估计系数的元分析[J]. 财经科学, 2015,(3): 113-121.

[37] 简志宏, 彭伟. 基于 CAviaR模型的汇率隔夜风险研究[J]. 中国管理科学, 2015, 23(6): 17-24.

[38] 郭继强, 姜俪, 陆利丽. 工资差异分解方法述评[J]. 经济学(季刊), 2011, 10(2): 363-414.

[39] Goodman J Jr., Ittner J B. The accuracy of home owners' estimates of house value[J]. Journal of Housing Economics, 1992, 2(4): 339-357.

[40] Tu Yong. Segmentation, adjustment and disequilibrium[M] // O'Sullivan T, Gibb K. Housing Economics and Public Policy, Oxford: Blackwell Science Ltd, 2002.

[41] Rogers W. Quantile regression standard errors[J]. Stata Technical Bulletin, 1993,(2): 16-19.