Understanding population segregation from Landsat ETM+ imagery: A geographically weighted regression approach

GIScience and Remote Sensing

Volumn 41, Issue 3, 2004, Pages 187-206

  Yu, Danlin ^a   Wu, Changshan ^a  

^a UNIVERSITY OF WISCONSIN MILWAUKEE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

IMAGE CLASSIFICATION; LANDSAT THEMATIC MAPPER; POPULATION DYNAMICS; REMOTE SENSING; SPECTRAL ANALYSIS; TEXTURE;

MILWAUKEE COUNTY; NORTH AMERICA; UNITED STATES; WESTERN HEMISPHERE; WISCONSIN; WORLD;

EID: 8744247168     PISSN: 15481603     EISSN: None     Source Type: Journal    
DOI: 10.2747/1548-1603.41.3.187     Document Type: Article

References (48)

1. Anselin, L., 1988, Spatial Econometrics: Methods and Models, Dordercht, Netherlands: Kluwer Academic Publishers.
2. Anselin, L., 1995, "Local Indicators of Spatial Association - LISA," Geographical Analysis, 27:93-115.
3. Anselin, L., 1996, "The Moran Scatterplot as an ESDA Tool to Assess Local Instability in Spatial Association," in Spatial Analytical Perspectives on GIS, Fischer, M. M., Scholten, H., and D. Unwin (Eds ), London, UK: Taylor and Francis.
4. Brent, R., 1973, Algorithms for Minimization without Derivatives, Englewood Cliffs, NJ: Prentice-Hall.
5. Brunsdon, C. F., Fotheringham, A. S., and M. E. Charlton, 1996, " Geographically Weighted Regression: A Method for Exploring Spatial Nonstationarity," Geographical Analysis, 28:281-298.
6. Brunsdon, C. F., Fotheringham, A. S., and M. E. Charlton, 1999, " Some Notes on Parametric Significance Tests for Geographically Weighted Regression," Journal of Regional Science, 39:497-524.
7. Chen, K., 2002, "An Approach to Linking Remotely Sensed Data and Areal Census Data," International Journal of Remote Sensing, 23(1):37-48.
8. Clark, W. A. V., 1986, "Residential Segregation in American Cities: A Review and Interpretation," Population Research Policy Review, 5(1):95-127.
9. Cleveland, W. S., 1979, "Robust Locally Weighted Regression and Smoothing Scatterplots," Journal of the American Statistical Association, 74:829-836.
10. Cohen, W. B., Maiersperger, T. K., Gower, S. T., and D. P. Turner, 2003, "An Improved Strategy for Regression of Biophysical Variables and Landsat ETM+ Data," Remote Sensing of Environment, 84:561-571.
11. Curran, P. J. and A. Hay, 1986, "The Importance of Measurement Error for Certain Procedures in Remote Sensing at Optical Wavelengths," Photogrammetric Engineering and Remote Sensing, 52:229-241.
12. Duncan, D. and B. Duncan, 1955, "A Methodological Analysis of Segregation Indexes," American Sociological Review, 20:210-217.
13. Farley, R. and B. H. Frey, 1994, "Changes in the Segregation of Whites from Blacks during the 1980s: Small Steps toward a more Integrated Society," American Sociological Review, 59(1 ):23-45.
14. Foody, G.M., 2003, "Geographical Weighting as a Further Refinement to Regression Modeling: An Example Focused on the NDVI-Rainfall Relationship," Remote Sensing of Environment, 88:283-293.
15. Forster, B., 1983, "Some Urban Measurements from Landsat Data," Photogrammetric Engineering, 49:1693-1707.
16. Fotheringham, A. S. and C. Brunsdon, 1999, "Local Forms of Spatial Analysis," Geographical Analysis, 31:340-358.
17. Fotheringham, A. S., Brunsdon, C., and M. E. Charlton, 1997, "Two Techniques for Exploring Non-stationarity in Geographical Data," Geographical Systems, 4:59-82.
18. Fotheringham, A. S., Brunsdon, C. and M. E. Charlton, 1998, " Geographically Weighted Regression: A Natural Evolution of the Expansion Method for Spatial Data Analysis," Environment and Planning A, 30:1905-1927.
19. Fotheringham, A. S., Brunsdon, C., and M. E Charlton, 2002, Geographically Weighted Regression: The Analysis of Spatially Varying Relationships, Chichester, UK: John Wiley & Sons Ltd.
20. Haralick, R. M., Shanmugam, K., and I. Dinstein, 1973, "Texture Features for Image Classification," IEEE Transactions on Systems, Man, and Cybernetics, 3:610-621.
21. Harris, R. J. and P. A. Longley, 2000, "New Data and Approaches for Urban Analysis, Modeling Residential Densities," Transaction in GIS, 4(3):217-234.
22. Harvey, J. T., 2002a, "Estimating Census District Populations from Satellite Imagery: Some Approaches and Limitations," International Journal of Remote Sensing, 23:2071-2095.
23. Harvey, J. T., 2002b, "Population Estimation Models Based on Individual TM Pixels," Photogrammetric Engineering and Remote Sensing, 68:1181-1192.
24. Huang, Y. and Y. Leung, 2002, "Analysing Regional Industrialisation in Jiangsu Province Using Geographically Weighted Regression," Journal of Geographical Systems, 4:233-249.
25. Jensen, J. R. and D. C. Cowen, 1999, "Remote Sensing of Urban /Suburban Infrastructure and Socioeconomic Attributes," Photogrammetric Engineering and Remote Sensing, 65:611-622.
26. Ji, M. and J. R. Jensen, 1999, "The Effectiveness of Subpixel Analysis in Detecting and Quantifying Urban Imperviousness from Landsat Thematic Mapper Imagery," Geocarto International, 14:31-39.
27. Leung, Y., Mei, C-L., and W-X. Zhang, 2000a, "Statistical Tests for Spatial Nonstationarity Based on the Geographically Weighted Regression Model," Environment and Planning A, 32:9-32.
28. Leung, Y., Mei, C-L. and W-X. Zhang, 2000b, "Testing for Spatial Autocorrelation among the Residuals of the Geographically Weighted Regression," Environment and Planning A, 32:871-890.
29. Levine, M. V., 2003, The Two Milwaukees: Separate and Unequal, Milwaukee, WI: University of Wisconsin-Milwaukee, Center for Economic Development [http://www.uwm.edu/Dept/CED/pdf /two_milwaukee.pdf], accessed 06/08/2004.
30. Lo, C. P., 1986, "The Human Population," in Applied Remote Sensing, New York, NY: Longman, 40-70.
31. Lo, C. P., 1995, "Automated Population and Dwelling Unit Estimation from High-Resolution Satellite Images: A GIS Approach," International Journal of Remote Sensing, 16(1):17-34.
32. Lo, C. P., 1997, "Application of Landsat TM Data for Quality of Life Assessment in an Urban Environment," Computers, Environments, and Urban Systems, 21(3/4):259-276.
33. Massey, D. S. and N. A. Denton, 1993, American Apartheid: Segregation and the Making of the Underclass. Cambridge, MA: Harvard University Press.
34. Massey, D. S. and N. A. Denton, 1988, "The Dimensions of Residential Segregation," Social Forces, 67:281-315.
35. Paez, A., Uchida, T., and K. Miyamoto, 2002a, "A General Framework for Estimation and Inference of Geographically Weighted Regression Models: 1. Location-Specific Kernel Bandwidths and a Test for Local Heterogeneity," Environment and Planning A, 34:733-754.
36. Paez, A., Uchida, T., and K. Miyamoto, 2002b, "A General Framework for Estimation and Inference of Geographically Weighted Regression Models: 2. Spatial Association and Model Specification Tests," Environment and Planning A, 34:883-904.
37. Phinn, S., Stanford, M., Scarth, P., Murray, A. T., and T. Shyy, 2002, "Monitoring the composition and form of urban environments based on the vegetation-impervious surface-soil (VIS) model by sub-pixel analysis techniques," International Journal of Remote Sensing, 23:4131-4153.
38. Development Core Team, 2004, R: A language and Environment for Statistical Computing, Vienna, Austria: R Foundation for Statistical Computing [http://www.R-project.org].
39. Rashed, T., Weeks, J. R., Gadalla, M. S., and A. G. Hill, 2001, " Revealing the Anatomy of Cities through Spectral Mixture Analysis of Multispectral Imagery: A Case Study of the Greater Cairo Region, Egypt," Geocarto International, 16:5-16.
40. Ridd, M. K., 1995, "Exploring a V-I-S (Vegetation-Impervious Surface-Soil) Model for Urban Ecosystems Analysis through Remote Sensing: Comparative Anatomy for Cities," International Journal of Remote Sensing, 16:2165-2186.
41. Sutton, P., Roberts, C., Elvidge, C., and H. Meij, 1997, "A Comparison of Nighttime Satellite Imagery and Population Density for the Continental United States," Photogrammetric Engineering and Remote Sensing, 63:1303-1313.
42. Weber, C. and J. Hirsch, 1992, "Some Urban Measurements from SPOT Data: Urban Life Quality Indices," International Journal of Remote Sensing, 13:3251-3261.
43. Weeks, J. R., Getis, A., Hill, A. G., Gadalla, M. S., and T. Rashed, 2004, "The Fertility Transition in Egypt: Intraurban Patterns in Cairo," Annals of the Association of American Geographers, 94:74-93.
44. Wisconsin View, 2004, [http://www.wisconsinview.org/], accessed 06/08 /2004.
45. Wong, D., 1996, "Enhancing Segregation Studies Using GIS," Computers, Environment, and Urban Systems, 20:99-109.
46. Wu, C. and A. T. Murray, 2003, "Estimating Impervious Surface Distribution by Spectral Mixture Analysis," Remote Sensing of Environment, 84:493-505.
47. Wu, C. and A. T. Murray, 2004, "A Cokriging Method for Estimating Population Density," Computers, Environment, and Urban Systems, in press.
48. Wu, X. B. and D. Z. Sui, 2001, "An Initial Exploration of a Lacunarity-Based Segregation Measure," Environment and Planning B: Planning and Design, 28:433-446.