spatial rough set-based ecological detector

Usage

srs_ecological_detector(y, x1, x2, wt, alpha = 0.95)

Arguments

y: Dependent variable, factor, character or discrete numeric.
x1: Covariate \(X_1\), factor, character or discrete numeric.
x2: Covariate \(X_2\), factor, character or discrete numeric.
wt: Spatial adjacency matrix.
alpha: (optional) Confidence level of the interval,default is 0.95.

Value

A list.

T-statistic: the result of T statistic for spatial rough set-based ecological detector
P-value: the result of P value for spatial rough set-based ecological detector
Ecological: does one spatial feature \(X_1\) play a more important role than \(X_2\)

References

Bai, H., Li, D., Ge, Y., Wang, J., & Cao, F. (2022). Spatial rough set-based geographical detectors for nominal target variables. Information Sciences, 586, 525–539. https://doi.org/10.1016/j.ins.2021.12.019

Author

Wenbo Lv lyu.geosocial@gmail.com

Examples

data('srs_table')
data('srs_wt')
srs_ecological_detector(srs_table$d,srs_table$a1,srs_table$a2,srs_wt)
#> $`T-statistic`
#>          t 
#> -0.1160247 
#> 
#> $`P-value`
#> [1] 0.9087941
#> 
#> $Ecological
#> [1] No
#> Levels: Yes No
#>