Geographical and temporal weighted regression (GTWR)
Fotheringham, A. Stewart; Crespo, Ricardo; Yao, Jing;
Publisher: Wiley-Blackwell Publishing, Inc.
Both space and time are fundamental in human activities as well as in various physical processes. Spatiotemporal analysis and modeling has long been a major concern of geographical information science (GIScience), environmental science, hydrology, epidemiology, and othe... View more
Andrienko, G., Andrienko, N., Demsar, U., Dransch, D., Dykes, J., Fabrikant, S.I., Kraak, M., and Schumann, H. (2010). “Space, time and visual analytics.” International Journal of Geographical Information Science 24, 1577-1600.
Anselin, L. (1999). “Spatial Econometrics.” Working paper. Bruton Center, School of Social Sciences, University of Texas at Dallas. Accessed at: http://www.csiss.org/learning_resources/content/papers/baltchap.pdf
Artelaris, P., (2014). “Local versus regime convergence regression models: a comparison of two approaches”. GeoJournal 1-15.
Atkinson, P.M., German, S.E., Sear, D.A., and Clark, M.J. (2003). “Exploring the relations between river bank erosion and geomorphological controls using geographically weighted logistic regression.” Geographical Analysis 35(1), 58-82.
Bitter, C., Mulligan, G., and Dall'erba, S. (2007). “Incorporating spatial variation in housing attribute prices: A comparison of geographically weighted regression and the spatial expansion method.” Journal of Geographical Systems 9, 7-27.
Brunsdon, C., Corcoran, J., and Higgs, G. (2007). “Visualizing space and time in crime patterns: A comparison of methods.” Computers, Environment and Urban Systems 31:52-75.
Brunsdon, C., Fotheringham, A.S., and Charlton, M. (1996). “Geographically weighted regression: a method for exploring spatial non-stationarity.” Geographical Analysis 28(4), 281-298.
Brunsdon, C., Fotheringham, A.S., and Charlton, M. (1998). “Geographically weighted regression-modelling spatial non-stationarity.” The Statistician 47(3), 431-443.
Chen, J., S.-L. Shaw, H. Yu, F. Lu, Y. Chai, and Q. Jia. (2011). “Exploratory data analysis of activity diary data: A space-time GIS approach.” Journal of Transport Geography 19(3), 394-404.
Comber, A.J., Brunsdon, C., and Radburn, R. (2011) “A spatial analysis of variations in health access: Linking geography, socio-economic status and access perceptions.” International Journal of Health Geographics 10: 44.