sperrorest: Spatial Error Estimation and Variable Importance

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This package implements spatial error estimation and permutation-based variable importance measures for predictive models using spatial cross-validation and spatial block bootstrap.

Author
Alexander Brenning
Date of publication
2012-06-20 07:10:59
Maintainer
Alexander Brenning <brenning@uwaterloo.ca>
License
GPL-2
Version
0.2-1

View on CRAN

Man pages

add.distance
Add distance information to resampling objects
as.represampling
Resampling objects with repetition, i.e. sets of...
as.resampling
Resampling objects such as partitionings or bootstrap samples
as.tilename
Alphanumeric tile names
dataset.distance
Calculate mean nearest-neighbour distance between point...
ecuador
J. Muenchow's Ecuador landslide data set
err.default
Default error function
get.small.tiles
Identify small partitions that need to be fixed.
partition.cv
Partition the data for a (non-spatial) cross-validation
partition.cv.strat
Partition the data for a stratified (non-spatial)...
partition.disc
Leave-one-disc-out cross-validation and leave-one-out...
partition.factor
Partition the data for a (non-spatial) leave-one-factor-out...
partition.kmeans
Partition samples spatially using k-means clustering of the...
partition.tiles
Partition the study area into rectangular tiles
plot.represampling
Plot spatial resampling objects
represampling.bootstrap
Non-spatial bootstrap resampling
represampling.disc.bootstrap
Overlapping spatial block bootstrap using circular blocks
represampling.factor.bootstrap
Bootstrap at an aggregated level
represampling.kmeans.bootstrap
Spatial block bootstrap at the level of spatial k-means...
represampling.tile.bootstrap
Spatial block bootstrap using rectangular blocks
resample.strat.uniform
Draw stratified random sample
resample.uniform
Draw uniform random (sub)sample
sperrorest
Perform spatial error estimation and variable importance...
sperrorest-package
Spatial Error Estimation and Variable Importance
summary.represampling
Summary statistics for a resampling objects
summary.sperrorest
Summary and print methods for sperrorest results
summary.sperroresterror
Summarize error statistics obtained by 'sperrorest'
summary.sperrorestimportance
Summarize variable importance statistics obtained by...
tile.neighbors
Determine the names of neighbouring tiles in a rectangular...

Files in this package

sperrorest
sperrorest/MD5
sperrorest/R
sperrorest/R/sperrorest_resampling.R
sperrorest/R/sperrorest_misc.R
sperrorest/R/sperrorest_error.R
sperrorest/R/sperrorest_data.R
sperrorest/R/sperrorest.R
sperrorest/R/sperrorest-package.R
sperrorest/NAMESPACE
sperrorest/man
sperrorest/man/tile.neighbors.Rd
sperrorest/man/summary.sperrorestimportance.Rd
sperrorest/man/summary.sperroresterror.Rd
sperrorest/man/summary.sperrorest.Rd
sperrorest/man/summary.represampling.Rd
sperrorest/man/sperrorest.Rd
sperrorest/man/sperrorest-package.Rd
sperrorest/man/resample.uniform.Rd
sperrorest/man/resample.strat.uniform.Rd
sperrorest/man/represampling.tile.bootstrap.Rd
sperrorest/man/represampling.kmeans.bootstrap.Rd
sperrorest/man/represampling.factor.bootstrap.Rd
sperrorest/man/represampling.disc.bootstrap.Rd
sperrorest/man/represampling.bootstrap.Rd
sperrorest/man/plot.represampling.Rd
sperrorest/man/partition.tiles.Rd
sperrorest/man/partition.kmeans.Rd
sperrorest/man/partition.factor.Rd
sperrorest/man/partition.disc.Rd
sperrorest/man/partition.cv.strat.Rd
sperrorest/man/partition.cv.Rd
sperrorest/man/get.small.tiles.Rd
sperrorest/man/err.default.Rd
sperrorest/man/ecuador.Rd
sperrorest/man/dataset.distance.Rd
sperrorest/man/as.tilename.Rd
sperrorest/man/as.resampling.Rd
sperrorest/man/as.represampling.Rd
sperrorest/man/add.distance.Rd
sperrorest/inst
sperrorest/inst/CITATION
sperrorest/DESCRIPTION
sperrorest/data
sperrorest/data/ecuador.RData