A comparative perspective on urban spatial housing market structure: Some more evidence of local sub-markets based on a neural network classification of Amsterdam

Urban Studies

Volumn 41, Issue 13, 2004, Pages 2555-2579

  Kauko, Tom ^a  

^a DELFT UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION; HOUSING MARKET; MODELING; TRANSACTION COST; URBAN ECONOMY;

AMSTERDAM; BENELUX; EASTERN HEMISPHERE; EURASIA; EUROPE; NETHERLANDS; NORTH HOLLAND; WESTERN EUROPE; WORLD;

EID: 11044238747     PISSN: 00420980     EISSN: None     Source Type: Journal    
DOI: 10.1080/0042098042000294565     Document Type: Article

References (62)

1. Adair, A. S., Berry, J. N. and McGreal, W. S. (1996) Hedonic modelling, housing submarkets and residential valuation, Journal of Property Research, 13(2), pp. 67-83.
2. Ball, M. J. and Kirwan, R. M. (1977) Accessibility and supply constraints in the urban housing market, Urban Studies, 14, pp. 11-32.
3. Bökemann, D. and Feilmayr, W. (1997) Differences among social groups in their willingness to pay for distinct real estate properties Paper presented to the American Real Estate and Urban Economics Association 6th International Conference, Berkeley May-June.
4. Bolt, G., Hooimeijer, P. and Kempen, R. Van (2002) Ethnic segregation in the Netherlands: new patterns, new policies?, Tijdschrift voor Economische en Sociale Geografie, 93(2), pp. 214-220.
5. Borst, R. A. (1995) Artificial neural networks in mass appraisal, Journal of Property Tax Assessment and Administration, 1, pp. 5-15.
6. Bourassa, S. C., Hamelink, F., Hoesli, M. and MacGregor, B. D. (1997) Defining residential submarkets: evidence from Sydney and Melbourne. Working Paper Series No. 3, Real Estate Research Unit, Department of Property, University of Auckland.
7. Bourassa, S. C., Hamelink, F., Hoesli, M. and MacGregor, B. D. (1999) Defining housing submarkets, Journal of Housing Economics, 8, pp. 160-183.
8. Bourassa, S. C., Hoesli, M. and Peng, V. S. (2003) Do housing submarkets really matter?, Journal of Housing Economics, 12, pp. 12-28.
9. Costello, G, (2001a) A spatial approach to price segmentation in housing markets. Paper presented at the 8th European Real Estate Society Conference, Alicante, June.
10. Costello, G. J. (2001b) Price-location segmentation and information diffusion in housing markets. Aberdeen Papers in Land Economy 2001-05, Department of Land Economy, University of Aberdeen.
11. Deboeck, G. and Kohonen, T. (1998) Introduction, in: G. Deboeck and T. Kohonen (Eds) Visual Explorations in Finance with Self-organizing Maps, pp. xxv-xlv. New York: Springer.
12. Deurloo, R. and Musterd, S. (2001) Residential profiles of Surinamese and Moroccans in Amsterdam, Urban Studies, 38(3), pp. 467-485.
13. Dubin, R. A. (1992) Spatial autocorrelation and neighborhood quality, Regional Science and Urban Economics, 22, pp. 433-452.
14. Dubin, R., Pace, K. R. and Thibodeau, T. G. (1999) Spatial autoregression techniques for real estate data, Journal of Real Estate Literature, 7(1), pp. 79-95.
15. Goodman, A. C. and Thibodeau, T. G. (1998) Housing market segmentation, Journal of Housing Economics, 7, pp. 121-143.
16. Goodman, A. C. and Thibodeau, T. G. (2003) Housing market segmentation and prediction accuracy, Journal of Housing Economics, 12, pp. 181-201.
17. Grigsby, W., Baratz, M., Galster, G. and Maclennan, D. (1987) The dynamics of neighbourhood change and decline, Progress in Planning 28(1), pp. 1-76.
18. Hooimeijer, P. and Oskamp, A. (1996) A simulation model of residential mobility and housing choice, Netherlands Journal of Housing and the Built Environment, 11(3), pp. 313-336.
19. James, H., Collins, A. and Lam, E. (1994) The principles and practice of artificial neural networks in property valuation studies. Discussion Paper, Department of Land and Construction Management, University of Portsmouth.
20. Jenkins, D. H., Lewis, O. M., Almond, N. et al. (1999) Towards an intelligent residential appraisal model, Journal of Property Research 16(1), pp. 67-90.
21. Jones, C. (2002) The definition of housing market areas and strategic planning, Urban Studies, 39(3), pp. 549-564.
22. Jones, C., Leisman, C. and Watkins, C. (1999) Exploring linkages between housing submarkets: theory and evidence. Paper presented at Cutting Edge 1999, Cambridge, September.
23. Jones, C., Leishman, C. and Watkins, C. (2003) Structural change in a local urban housing market, Environment and Planning A, 35, pp. 1315-1326.
24. Kaski, S. (1997) Data exploration using self-organizing maps. Acta Polytechnica Scandinavica, Mathematics, Computing and Management in Engineering Series, No. 82, Espoo.
25. Kauko, T. (2002) Modelling the Locational Determinants of House Prices: Neural Network and Value Tree Approaches. Utrecht: Labor Grafimedia.
26. Kauko, T. (2004) Sign value, topophilia and the locational component in property prices, Environment and Planning A, 36(5), pp. 859-878.
27. Kauko, T. and Peltomaa, H. (1998) A comparison between neural network and multiple regression approaches: effects of transmission line on residential property values, Surveying Science in Finland, 16(1-2), pp. 52-87.
28. Kauko, T., Hakfoort, J. and Hooimeijer, P. (2002) Capturing housing market segmentation: an alternative approach based on neural network modelling, Housing Studies, 17(6), pp. 875-894.
29. Kohonen, T. (1995) Self-organizing Maps. Berlin: Springer-Verlag.
30. Kohonen, T., Hynninen, J., Kangas, J. and Laaksonen, J. (1996a) SOM_PAK: the self-organizing map program package. Report A31, Laboratory of Computer and Information Science, Faculty of Information Technology, Helsinki University of Technology.
31. Kohonen, T., Hynninen, J., Kangas, J. et al. (1996b) LVQ_PAK.- the learning vector quantization program package. Report A30, Laboratory of Computer and Information Science, Faculty of Information Technology, Helsinki University of Technology.
32. Kyllönen, L. and Räty, T. (2000) Asuntojen hinta-laatusuhde Joensuussa, semiparametrinen estimointi. VATT-tutkimuksia 67 (in Finnish).
33. Laakso, S. (1997) Urban housing prices and the demand for housing characteristics. A 27, The Research Institute of the Finnish Economy (ETLA), Helsinki.
34. Lam, E. (1994) An artificial neural network approach to residential valuation: the self-organising map. Working Paper No. 1 in Adaptive Algorithms, Department of Land and Construction Management, University of Portsmouth.
35. Lankinen, M. (1997) Asuinpaikan valinta: status, etäisyys vai totunnaisuus?, in: M. Ilmonen, M. Lankinen, H. Lehtonen et al. Mitä osoite osoittaa? Asuinalueiden erilaistuminen Helsingin seudulla [How Do You Address Yourself? Spatial Differentiation in the Helsinki Region], pp. 28-51. Pääkaupunkiseudun julkaisusarja B 1997:2.
36. Leishman, C. (2001) House building and product differentiation: an hedonic price approach, Journal of Housing and the Built Environment 16(2), pp. 131-152.
37. Leven, C. L. and Mark, J. H. (1977) Revealed preferences for neighbourhood characteristics, Urban Studies, 14, pp. 147-159.
38. Ley, D., Tutchener, J. and Cunningham, G. (2002) Immigration, polarization, or gentrification? Accounting for changing house prices and dwelling values in gateway cities, Urban Geography, 23(8), pp. 703-727.
39. Maclennan, D. (1977) Some thoughts on the nature and purpose of house price studies, Urban Studies, 14, pp. 59-71.
40. Maclennan, D. and Tu, Y. (1996) Economic perspectives on the structure of local housing systems, Housing Studies, 11(3), pp. 387-406.
41. Mason, C. and Quigley, J. M. (1996) Non-parametric hedonic housing prices, Housing Studies, 11(3), pp. 373-385.
42. Maury, J. (1997) Ilmakuva pääkaupunkiseudun asuinalueiden sosiaalisista eroista 1990-luvun alussa. [An aerial view of the social differences in the Helsinki region], in: M. Ilmonen, M. Lankinen, H. Lehtonen et al. Mitä osoite osoittaa? Asuinalueiden erilaistuminen Helsingin seudulla [How Do You Address Yourself? Spatial Differentiation in the Helsinki Region], pp. 55-87. Pääkaupunkiseudun julkaisusarja B 1997:2.
43. McCluskey, W. J. and Anand, S. (1999) The application of intelligent hybrid techniques for the mass appraisal of residential properties, Journal of Property Investment and Finance, 17(3), pp. 218-238.
44. Meen, G. (2001) Modelling Spatial Housing Markets: Theory, Analysis and Policy. Boston, MA: Kluwer.
45. Michaels, R. G. and Smith, V. K. (1990) Market segmentation and valuing amenities with hedonic models: the case of hazardous waste sites, Journal of Urban Economics, 28(2), pp. 223-242.
46. Mulder, C. H. and Dieleman, F. H. (2002) Living arrangements and housing arrangements: introduction to the special issue, Journal of Housing and the Built Environment, 17(3), pp. 209-213.
47. Musterd, S. and Smakman, N. (2000) Integration of Caribbean immigrants in a welfare state city: Surinamese and Antilleans in Amsterdam, International Journal of Population Geography, 6, pp. 303-320.
48. Musterd, S. and Zelm, I. Van (2001) Polycentricity, households and the identity of places, Urban Studies, 38(4), pp. 679-696.
49. Needham, B., Franke, M. and Bosma, P. (1998) How the city of Amsterdam is using econometric modelling to value real estate, Journal of Property Tax Assessment and Administration, 3(2), pp. 25-46.
50. Openshaw, S. (1998) Neural network, genetic, and fuzzy logic models of spatial interaction, Environment and Planning A, 30, pp. 1857-1872.
51. Openshaw, S., Blake, M. and Wymer, C. (1994) Using neurocomputing methods to classify Britain's residential areas. Working Paper 94/17, School of Geography, University of Leeds.
52. Orford, S. (1999) Valuing the built environment: GIS and House Price Analysis. Aldershot: Ashgate.
53. Pavlov, A. D. (2000) Space-varying regression coefficients: a semi-parametric approach applied to real estate markets, Real Estate Economics, 28(2), pp. 249-283.
54. Raju, K. A., Sikdar, P. K. and Dhingra, S. L. (1998) Micro-simulation of residential location choice and its variation, Computers, Environment and Urban Systems, 22, pp. 203-218.
55. Rothenberg, J., Galster, G., Butler, R. and Pitkin, J. (1991) The Maze of Urban Housing Markets: Theory, Evidence and Policy. Chicago, IL: University of Chicago Press.
56. Schwann, G. M. (1998) Distinguishing residential submarkets. Paper presented to the ERES and AREUEA Conference, Maastricht, June.
57. Tu, Y. (2003) Segmentation, adjustment and disequilibrium, in: O'Sullivan, T. and Gibb, K. (Eds) Housing Economics and Public Policy pp. 38-55. Oxford: Blackwell & RICS Foundation.
58. Vaattovaara, M. (1998) Pääkaupunkiseudun sosiaalinen erilaistuminen-ympäristö ja alueellisuus [Residential differentiation within the metropolitan area of Helsinki, Finland-environment and spatiality]. City of Helsinki Urban Facts Research Series, 1998:7 (in Finnish).
59. Watkins, C. A. (2001) The definition and identification of housing submarkets, Environment and Planning A, 33, pp. 2235-2253.
60. Whitehead, C. M. E. (1999) Urban housing markets: theory and policy, in: E. S. Mills and P. Cheshire (Eds) Handbook of Regional and Urban Economics, pp. 1559-1594. Amsterdam: Elsevier Science BV.
61. Worzala, E., Lenk, M. and Silva, A. (1995) An exploration of neural networks and its application to real estate valuation, The Journal of Real Estate Research, 10(2), pp. 185-201.
62. Yoon Y., Swales, G., Jr. and Margavio, T. M. (1993) A comparison of discriminant analysis versus artificial neural networks (stock price application), Journal of the Operational Research Society, 44, pp. 51-60.