Tool NameGWR for Single Predictor (Gridded Model Output)
Tool ID3
Library IDstatistics_regression
Version1.0
Author(s)O.Conrad (c) 2010

Description

This Geographically Weighted Regression tool for a single predictor creates gridded model output.

References

Fotheringham, S.A., Brunsdon, C., Charlton, M. (2002): Geographically Weighted Regression: the analysis of spatially varying relationships. John Wiley & Sons. online

Fotheringham, S.A., Charlton, M., Brunsdon, C. (1998): Geographically weighted regression: a natural evolution of the expansion method for spatial data analysis. Environment and Planning A 30(11), 1905–1927. online

Lloyd, C. (2010): Spatial Data Analysis - An Introduction for GIS Users. Oxford, 206p.

Zhang, D., Ren, N., and Hou, X. (2018): An improved logistic regression model based on a spatially weighted technique (ILRBSWT v1.0) and its application to mineral prospectivity mapping. Geosci. Model Dev., 11, 2525-2539. doi:10.5194/gmd-11-2525-2018


Parameters

NameTypeIdentifierDescriptionConstraints
Input
Pointsshapes, inputPOINTS
Target Systemgrid, input, optionalTARGET_TEMPLATEuse this grid's system for output grids
Output
Target Gridgrid, outputTARGET_OUT_GRID
Interceptgrid, outputINTERCEPT
Slopegrid, outputSLOPE
Qualitygrid, outputQUALITY
Options
Dependent Variabletable fieldDEPENDENT
Predictortable fieldPREDICTOR
Logistic RegressionbooleanLOGISTICDefault: 0
Target Grid SystemchoiceTARGET_DEFINITIONAvailable Choices:
[0] user defined
[1] grid or grid system
Default: 0
Cellsizefloating point numberTARGET_USER_SIZEMinimum: 0.000000
Default: 1.000000
Westfloating point numberTARGET_USER_XMINDefault: 0.000000
Eastfloating point numberTARGET_USER_XMAXDefault: 100.000000
Southfloating point numberTARGET_USER_YMINDefault: 0.000000
Northfloating point numberTARGET_USER_YMAXDefault: 100.000000
Columnsinteger numberTARGET_USER_COLSNumber of cells in East-West direction.Minimum: 1
Default: 101
Rowsinteger numberTARGET_USER_ROWSNumber of cells in North-South direction.Minimum: 1
Default: 101
RoundingbooleanTARGET_USER_FLATRound bounding coordinates to multiples of cell size. Ignored if cell size has decimal places.Default: 1
FitchoiceTARGET_USER_FITSAvailable Choices:
[0] nodes
[1] cells
Default: 0
Weighting FunctionchoiceDW_WEIGHTINGAvailable Choices:
[0] no distance weighting
[1] inverse distance to a power
[2] exponential
[3] gaussian
Default: 3
Powerfloating point numberDW_IDW_POWERMinimum: 0.000000
Default: 2.000000
Bandwidthfloating point numberDW_BANDWIDTHBandwidth for exponential and Gaussian weightingMinimum: 0.000000
Default: 1.000000
Search RangechoiceSEARCH_RANGEAvailable Choices:
[0] local
[1] global
Default: 1
Maximum Search Distancefloating point numberSEARCH_RADIUSlocal maximum search distance given in map unitsMinimum: 0.000000
Default: 1000.000000
Number of PointschoiceSEARCH_POINTS_ALLAvailable Choices:
[0] maximum number of nearest points
[1] all points within search distance
Default: 1
Minimuminteger numberSEARCH_POINTS_MINminimum number of points to useMinimum: 1
Default: 16
Maximuminteger numberSEARCH_POINTS_MAXmaximum number of nearest pointsMinimum: 1
Default: 20