Comparison of Geographically Weighted Regression and Regression Kriging for Estimating the Spatial Distribution of Soil Organic Matter

References

• Aref, S., and M. M. Wander, 1998, "Long-Term Trends of Corn Yield and Soil Organic Matter in Different Crop Sequences and Soil Fertility Treatments on the Morrow Plot," Advances in Agronomy , 62:153-197.
   Google Scholar
• Barnes, C. W., Kinkel, L. L., and J. V. Groth, 2005, "Spatial and Temporal Dynamics of Puccinia andropogonis on Comandra umbellata and Andropogon gerardii in a Native Prairie," Canadian Journal of Botany , 83:1159-1173.
   Google Scholar
• Baxter, S. and M. Oliver, 2005, "The Spatial Prediction of Soil Mineral N and Potentially Available N Using Elevation," Geoderma, 128:325-339.
   Google Scholar
• Brunsdon, C., Fotheringham, S., and M. Charlton, 1998, "Spatial Nonstationarity and Autoregressive Models," Environment and Planning A , 30:1905-1928.
   Google Scholar
• Cambardella, C. A., Moorman, T. B., Novak, J. M., Parkin, T. B., Karlen, D. L., Turco, R. F., and A. E. Konopka, 1994, "Fieldscale Variability of Soil Properties in Central Iowa Soils," Soil Science Society of America Journal , 58:1501-1511.
   Google Scholar
• Cho, S., Lambert, D. M., Kim, S. G., and S. Jung, 2009, "Extreme Coefficients in Geographically Weighted Regression and Their Effects on Mapping," GIScience & Remote Sensing , 46(3):273-288.
   Google Scholar
• Davidson, E. A., Trumbore, S., and R. Amundson, 2000, "Biogeochemistry: Soil Warming and Organic Carbon Content," Nature , 408:789-790.
   Google Scholar
• Eldeiry, A. and L. A. Garcia, 2009, "Comparison of Regression Kriging and Cokriging Techniques to Estimate Soil Salinity Using Landsat Images," paper presented at The 29th Annual Hydrology Days, Fort Collins, CO, March 25-27, 2009.
   Google Scholar
• Eswaran, H., Berg, E. V. D., and P. Reich, 1993, "Organic Carbon in Soil of the World," Soil Science Society of America Journal , 57:192-194.
   Google Scholar
• Fotheringham, A. S., Brunsdon, C. A., and M. E. Charlton, 2002, Geographically Weighted Regression: The Analysis of Spatially Varying Relationships , New York, NY: John Wiley & Sons.
   Google Scholar
• Fotheringham, A. S., Charlton, M. E., and C. Brundson, 1998, "Geographically Weighted Regression: A Natural Evolution of the Expansion Method for Spatial Data," Environment and Planning A , 30:1905-1927.
   Google Scholar
• Gao, J. B. and S. C. Li, 2011, "Detecting Spatially Non-stationary and Scale-Dependent Relationships between Urban Landscape Fragmentation and Related Factors Using Geographically Weighted Regression," Applied Geography , 31:292-302.
   Google Scholar
• Goovaerts, P., 1998, "Ordinary Cokriging Revisited," Mathematical Geology , 30:21-42.
   Google Scholar
• Grimm, R., Behrens, T., Märker, M., and H. Elsenbeer, 2008, "Soil Organic Carbon Concentrations and Stocks on Barro Colorado Island—Digital Soil Mapping Using Random Forests Analysis," Geoderma , 146:102-113.
   Google Scholar
• Guo, L., Ma, Z., and L. Zhang, 2008, "Comparison of Bandwidth Selection in Application of Geographically Weighted Regression: a Case Study," Canadian Journal of Forest Research , 38:2526-2534.
   Google Scholar
• Hengl, T., Heuvelink, G., and A. Stein, 2004, "A Generic Framework for Spatial Prediction of Soil Variables Based on Regression Kriging," Geoderma , 122(1-2):75-93.
   Google Scholar
• Jaimes, N. B. P., Sendra, J. B., Delgado, M. G., and R. F. Plata, 2010, "Exploring the Driving Forces Behind Deforestation in the State of Mexico (Mexico) Using Geographically Weighted Regression," Applied Geography , 30:576-591.
   Google Scholar
• Jiang, J. R., Zhong, S. L., Yuan, Z. P., Xiao, R. L., and Y. Z. Zhang, 1987, "Effect of Different Cropping System and Underwater Level on Content of Soil Organic Matter and Ferric Oxide in Paddy Soil," Journal of Hunan Agricultural University (Natural Sciences) , 3:25-30.
   Google Scholar
• Kamarianakis, Y., Feidas, H., Kokolatos, G., Chrysoulakis, N., and V. Karatzias, 2008, "Evaluating Remotely Sensed Rainfall Estimates Using Nonlinear Mixed Models and Geographically Weighted Regression," Environmental Modelling & Software , 23:1438-1447.
   Google Scholar
• Knotters, M., Brus, D. J., and J. H. Oude Voshaar, 1995, "A Comparison of Kriging, Cokriging and Kriging Combined with Regression for Spatial Interpolation of Horizon Depth with Censored Observations," Geoderma , 67:227-246.
   Google Scholar
• Koutsias, N., Martínez-Fernández, J., and B. Allgöwer, 2010, "Do Factors Causing Wildfires Vary in Space? Evidence from Geographically Weighted Regression," GIScience & Remote Sensing , 47(2):221-240.
   Google Scholar
• Lettens, S., van Orshoven, J., van Wesemael, B., and B. Muys, 2004, "Soil Organic and Inorganic Carbon Contents of Landscape Units in Belgium Derived Using Data from 1950 to 1970," Soil Use and Management , 20:40-47.
   Google Scholar
• Li, Z., Zhang, Y. K., Schilling, K., and M. Skopec, 2006, "Cokriging Estimation of Daily Suspended Sediment Loads," Journal of Hydrology , 327:389-398.
   Google Scholar
• Lian, G., Guo, X. D., Fu, B. J., and C. X. Hu, 2006, "Spatial Variability and Prediction of Soil Organic Matter at County Scale on the Loess Plateau," Progress in Geography , 25:112-123 (in Chinese).
   Google Scholar
• Matheron, G., 1971, The Theory of Regionalized Variables and its Applications , Fontainebleu, France: CMMF, Les Cahiers du center de Morphologie Mathematique de Fontainebleau 5.
   Google Scholar
• McKenzie, N. J., 1999, "Spatial Prediction of Soil Properties Using Environmental Correlation," Geoderma , 89:67-94.
   Google Scholar
• Mishra, U., Lal, R., Liu, D., and M. van Meirvenne, "Predicting the Spatial Variation of the Soil Organic Carbon Pool at a Regional Scale," Soil Science Society of America Journal , 74:906-914.
   Google Scholar
• Mitchell, M. and F. Yuan, 2010, "Assessing Forest Fire and Vegetation Recovery in the Black Hills, South Dakota," GIScience & Remote Sensing , 47(2):276-299.
   Google Scholar
• Myers, D. E., 1982, "Matrix Formulation of Co-Kriging," Mathematical Geology , 14:249-257.
   Google Scholar
• Odeh, I. O. A., McBratney, A. B., and D. J. Chittleborough, 1995, "Further Results on Prediction of Soil Properties from Terrain Attributes: Heterotopic Cokriging and Regression-Kriging," Geoderma , 67:215-226.
   Google Scholar
• Pang, S., Li, T. X., Wang, Y. D., and H. Y. Yu, 2009, "Spatial Interpolation and Sample Size Optimization for Soil Copper (Cu) Investigation in Cropland Soil at County Scale Using Cokriging," Agricultural Sciences in China , 8:1369-1377.
   Google Scholar
• Pavel, A. P. and M. Kappas, 2008, "Reducing Uncertainty in Modeling the NDVI-Precipitation Relationship: A Comparative Study Using Global and Local Regression Techniques," GIScience & Remote Sensing , 45(1):47-67.
   Google Scholar
• Reeves, D. W., 1997, "The Role of Soil Organic Matter in Maintaining Soil Quality in Continuous Cropping Systems," Soil Tillage Research , 43:131-167.
   Google Scholar
• Robinson, T. P. and G. Metternicht, 2006, "Testing the Performance of Spatial Interpolation Techniquesfor Mapping Soil Properties," Computers and Electronics in Agriculture , 50:97-108.
   Google Scholar
• Sun, W., Minasny, B., and A. McBratney, 2012, "Analysis and Prediction of Soil Properties Using Local Regression-Kriging," Geoderma , 171-172:16-23.
   Google Scholar
• Tu, J., and Z. G. Xia, 2008, "Examining Spatially Varying Relationships Between Land Use and Water Quality Using Geographically Weighted Regression I: Model Design and Evaluation," The Science of the Total Environment , 407:358-378.
   Google Scholar
• Wang, K., Wang, H. J., Shi, X. Z., Weindorf, D. C., Yu, D. S., Liang, Y., and D. M. Shi, 2009, "Landscape Analysis of Dynamic Soil Erosion in Subtropical China: A Case Study in Xingguo County, Jiangxi Province," Soil and Tillage Research , 105:313-321.
   Google Scholar
• Yu, D., Peterson, N. A., and R. J. Reid, 2009, "Exploring the Impact of Non-normality on Spatial Non-stationarity in Geographically Weighted Regression Analyses: Tobacco Outlet Density in New Jersey," GIScience & Remote Sensing , 46(3):329-346.
   Google Scholar
• Zech, W., Senesi, N., Guggenberger, G., Kaiser, K., Lehmann, J., Miano, T. M., Miltner, A., and G. Schroth, 1997, "Factors Controlling Humification and Mineralization of Soil Organic Matter in the Tropics," Geoderma , 79:117-161.
   Google Scholar