GEOG 4023/5023: Introduction to Quantitative Methods

Spring Semester 2008

References for Quantitative Methods, GEOG 4023/5023

 

General

Bailey, T. C. and A. C. Gatrell (1995). Interactive Spatial Data Analysis. Essex, England, Prentice Hall.

 

Cliff, A. D. and J. K. Ord (1981). Spatial Processes: Models & Applications. London, Pion.

 

Cressie, N. A. C. (1993). Statistics for spatial data. New York, J. Wiley.

 

Fotheringham, A. S. (1997). "Trends in quantitative methods I: Stressing the local." Progress in Human Geography 21(1): 88-96.

 

Fotheringham, A. S., C. Brunsdon and M. Charlton (2000). Quantitative Geography: Perspectives on Spatial Data Analysis. London; Thousand Oaks, Calif., Sage Publications.

 

Getis, A., Ed. (2004). Spatial Econometrics and Spatial Statistics, Palgrave Macmillan.

 

Griffith, D. A., L. J. Layne, J. K. Ord and A. Sone (1999). A Casebook for Spatial Statistical Data Analysis: A Compilation of Analyses of Different Thematic Data Sets. New York, Oxford University Press.

 

Haining, R. P. (2003). Spatial Data Analysis: Theory and Practice. Cambridge; New York, Cambridge University Press.

 

Hamilton, L. C. (1992). Regression With Graphics: A Second Course in Applied Statistics. Belmont, California, Duxbury Press.

 

Poon, J. P. H. (2003). "Quantitative methods: Producing quantitative methods narratives." Progress in Human Geography 27(6): 753-62.

 

Rogerson, P. (2006). Statistical Methods for Geography. London, SAGE Publications.

 

 

 

Spatial Autocorrelation & Econometrics

Anselin, L. (1988). Spatial Econometrics: Methods and Models. Dordrecht; Boston, Kluwer Academic Publishers.

 

Anselin, L. (1989). What is special about spatial data? Alternative perspectives on spatial data analysis. NCGIA Technical Paper 89-4.

 

Anselin, L. (1995). "Local indicators of spatial association - LISA." Geographical Analysis 27(2): 93-115.

 

Anselin, L. (2002). "Under the hood - Issues in the specification and interpretation of spatial regression models." Agricultural Economics 27(3): 247-267.

 

Anselin, L., J. Cohen, D. Cook, W. Gorr and G. Tita (2000). Spatial analysis of crime. Criminal Justice 2000. National Institute of Justice U.S. Washington, D.C., U.S. Dept. of Justice Office of Justice Programs National Institute of Justice: 212-62.

 

Anselin, L. and S. Rey (1991). "Properties of tests for spatial dependence in linear regression models." Geographical Analysis 23(2): 112-31.

 

Case, A. (1992). "Neighborhood influence and technological change." Regional Science and Urban Economics 22: 491-508.

 

Dark, S. J. (2004). "The biogeography of invasive alien plants in California: An application of GIS and spatial regression analysis." Diversity And Distributions 10(1): 1-9.

 

Getis, A. and J. K. Ord (1992). "The analysis of spatial association by use of distance statistics." Geographical Analysis 24(3): 189-206.

 

Hepple, L. (1998). "Context, social construction, and statistics: Regression, social science, and human geography." Environment and Planning A 30: 225-34.

 

Loftin, C. and S. K. Ward (1983). "A spatial autocorrelation model of the effects of population density on fertility." American Sociological Review 48(1): 121-8.

 

Molho, I. (1995). "Spatial autocorrelation in British unemployment." Journal of Regional Science 35(4): 641-58.

 

Ord, J. K. and A. Getis (1995). "Local spatial autocorrelation statistics: Distributional issues and an application." Geographical Analysis 27(4): 286-306.

 

 

Geographically Weighted Regression

Bitter, C., G. F. Mulligan and S. Dall'erba (2007). "Incorporating spatial variation in housing attribute prices: A comparison of geographically weighted regression and the spatial expansion method." Journal of Geographical Systems 9(1): 7-27.

 

Boots, B. and A. Okabe (2007). "Local statistical spatial analysis: Inventory and prospect." International Journal of Geographical Information Science 21(4): 355-75.

 

Brunsdon, C., A. S. Fotheringham and M. Charlton (2002). "Geographically weighted summary statistics — A framework for localised exploratory data analysis." Computers, Environment, and Urban Systems 26(6): 501-24.

 

Brunsdon, C., J. McClatchey and D. J. Unwin (2001). "Spatial variations in the average rainfall-altitude relationship in Great Britain: An approach using geographically weighted regression." International Journal of Climatology 21(4): 455-66.

 

Fotheringham, A. S., C. Brunsdon and M. Charlton (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Chichester, Wiley.

 

Fotheringham, A. S., M. E. Charlton and C. Brunsdon (2001). "Spatial variations in school performance: A local analysis using geographically weighted regression." Geographical & Environmental Modelling 5(1): 43-66.

 

Mennis, J. (2006). "Mapping the results of geographically weighted regression." Cartographic Journal 43(2): 171-179.

 

Mennis, J. L. and L. Jordan (2005). "The distribution of environmental equity: Exploring spatial nonstationarity in multivariate models of air toxic releases." Annals of the Association of American Geographers 95(2): 249-268.

 

Wheeler, D. and M. Tiefelsdorf (2005). "Multicollinearity and correlation among local regression coefficients in geographically weighted regression." Journal of Geographical Systems 7: 161-87.

 

 

Point Pattern Analysis

Ahrens, C. and etal (2001). "Leukemia clusters in upstate NY: How adding covariates changes the story." Environmetrics.

 

Besag, J. and J. Newell (1991). "The detection of clusters in rare disease." Journal of the Royal Statistical Society. Series A 154(1): 143-55.

 

Conley, J., M. Gahegan and J. Macgill (2005). "A genetic approach to detection clusters in point datasets." Geographical Analysis 37: 286-314.

 

Diggle, P. J. and B. S. Rowlingson (1994). "A conditional approach to point process modelling of elevated risk." Journal of the Royal Statistical Society 157(3): 433-40.

 

Fotheringham, A. S., P. Rogerson and National Center for Geographic Information & Analysis (U.S.) (1994). Spatial Analysis and GIS. London; Bristol, PA, Taylor & Francis.

 

Fotheringham, A. S. and F. B. Zhan (1996). "A comparison of three exploratory methods for cluster detection in spatial point patterns." Geographical Analysis 28(3): 200-18.

 

Gatrell, A. C., T. C. Bailey, P. J. Diggle and B. S. Rowlingson (1995). "Spatial point pattern analysis and its application in geographical epidemiology." Transactions Institute of British Geographers.

 

Openshaw, S., M. Charlton, C. Wymer and A. W. Craft (1987). "A Mark 1 Geographical Analysis Machine for the automated analysis of point data sets. 1, 335-358." International Journal of Geographical Information Systems 1(4): 335-58.

 

Sheridan, H. A., G. McGrath, P. White, R. Fallon, M. M. Shoukri and S. W. Martin (2005). "A temporal-spatial analysis of bovine spongiform encephalopathy in Irish cattle herds, from 1996 to 2000." The Canadian Journal of Veterinary Research 69: 19-25.

 

 

 

Geostatistics

Burrough, P. A. (2001). "GIS and geostatistics: Essential partners for spatial analysis." Environmental And Ecological Statistics 8(4): 361-377.

 

Burrough, P. A. and R. McDonnell (1998). Principles of Geographical Information Systems. New York, Oxford University Press.

 

Casado, L. S., S. Rouhani, C. A. Cardelino and A. J. Ferrier (1994). "Geostatistical analysis and visualization of hourly ozone data." Atmospheric Environment 28(12): 2105-18.

 

Holawe, F. and R. Dutter (1999). "Geostatistical study of precipitation series in Austria: Time and space." Journal of Hydrology 219(1-2): 70-82.

 

Rodgers, S. and M. Oliver (2007). "A geostatistical analysis of soil, vegetation, and image data characterizing land surface variation." Geographical Analysis 39(2): 195-216.

 

Rouhani, S., M. R. Ebrahimpour, I. Yaqub and E. Gianella (1992a). "Multivariate geostatistical trend detection and network evaluation of space-time acid deposition data -- I. Methodology." Atmospheric Environment 26A(14): 2603-14.

 

 

 

Software

Anselin, L. (2005). Exploring spatial data with GeoDa: A workbook. Urbana, IL, Spatial Analysis Laboratory, Department of Geography, University of Illinois, Center for Spatially Integrated Social Science (CSISS).

 

Anselin, L., I. Syabri and Y. Kho (2006). "GeoDa: An introduction to spatial data analysis." Geographical Analysis 38(1): 5-22.

 

Bivand, R. (2006). "Implementing spatial data analysis software tools in R." Geographical Analysis 38(1): 23-40.

 

Muller, D. (2005). "Stata in space: Econometric analysis of spatially explicit raster data." Stata Journal 5(2): 224-238.

 

Pebesma, E. J. (2004). "Multivariable geostatistics in S: The gstat package." Computers & Geosciences 30(7): 683-691.

 

Rey, S. J. and L. Anselin (2006). "Recent advances in software for spatial analysis in the social sciences." Geographical Analysis 38(1): 1-4.

 

 

 

Miscellaneous

Fleishman, E., R. Mac Nally and D. D. Murphy (2005). "Relationships among non-native plants, diversity of plants and butterflies, and adequacy of spatial sampling." Biological Journal Of The Linnean Society 85(2): 157-166.

 

Kumar, N. (2007). "Spatial sampling design for a demographic and health survey." Population Research And Policy Review 26(5-6): 581-599.

 

McCloskey, D. N. and S. T. Ziliak (1996). "The Standard Error of Regressions." Journal of Economic Literature 31(1): 97-114.

 

O'Loughlin, J. (2002). "The Electoral Geography of Weimar Germany: Exploratory Spatial Data Analysis (ESDA) of Protestant Support for the Nazi Party." Political Analysis 10(3): 217-43.

 

Thompson, S. (1990). "Adaptive cluster sampling." Journal of the American Statistical Association 85(412): 1050-9.