22 citations · 22 across the 3 of their papers we have counts for
3 papers
A network flow approach to visualising the roles of covariates in random forests
Benjamin R. Fitzpatrick, Kerrie Mengersen
We propose novel applications of parallel coordinates plots and Sankey diagrams to represent the hierarchies of interacting covariate effects in random forests. Each visualisation…
Ultrahigh Dimensional Variable Selection for Mapping Soil Carbon
Benjamin R. Fitzpatrick, David W. Lamb, Kerrie Mengersen
Modern soil mapping is characterised by the need to interpolate samples of geostatistical response observations and the availability of relatively large numbers of environmental ch…
Assessing Site Effects and Geographic Transferability when Interpolating Point Referenced Spatial Data: A Digital Soil Mapping Case Study
Benjamin R. Fitzpatrick, David W. Lamb, Kerrie Mengersen
When making inferences concerning the environment, ground truthed data will frequently be available as point referenced (geostatistical) observations that are clustered into multip…