SpatialVx: Spatial Forecast Verification

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Spatial forecast verification arose from verifying high-resolution forecasts, where coarser-resolution models generally are favored even when a human forecaster finds the higher-resolution model to be considerably better. Most newly proposed methods, which largely come from image analysis, computer vision, and similar, are available, with more on the way.

Author
Eric Gilleland <EricG@ucar.edu>
Date of publication
2016-10-12 23:52:45
Maintainer
Eric Gilleland <EricG@ucar.edu>
License
GPL (>= 2)
Version
0.5
URLs

View on CRAN

Man pages

abserrloss
Loss functions for the spatial prediction comparison test...
Aindex
Area Index
bearing
Bearing from One Spatial Location to Another
centdist
Centroid Distance Between Two Identified Objects
Cindex
Connectivity Index
clusterer
Cluster Analysis Verification
combiner
Combine Features/Matched Objects
compositer
Create Composite Features
craer
Contiguous Rain Area
CSIsamples
Forecast Verification with Cluster Analysis: The Variation
datasets
Spatial Forecast Verification Methods Inter-Comparison...
deltamm
Merge and/or Match Identified Features Within Two Fields
disjointer
Identify Disjoint Sets of Connected Components
EBS
Elmore, Baldwin and Schultz Method for Field Significance for...
ExampleSpatialVxSet
Simulated Spatial Verification Set
expvg
Exponential Variogram
expvgram
Exponential Variogram
FeatureAxis
Major and Minor Axes of a Feature
FeatureFinder
Threshold-based Feature Finder
FeatureMatchAnalyzer
Analyze Features of a Verification Set
FeatureProps
Single Feature Properties
FeatureTable
Feature-Based Contingency Table
Fint2d
2-d Interpolation
FQI
Forecast Quality Index
fss2dfun
Various Verification Statistics on Possibly...
fss2dPlot
Create Several Graphics for List Objects Returned from...
GeoBoxPlot
Geographic Box Plot
GFSNAMfcstEx
Example Verification Set
gmm2d
2-d Gaussian Mixture Models Verification
griddedVgram
Variograms for a Gridded Verification Set
hiw
Spatial Forecast Verification Shape Analysis
hoods2d
Neighborhood Verification Statistics for a Gridded...
hoods2dPlot
Quilt Plot and a Matrix Plot.
hump
Simulated Forecast and Verification Fields
imomenter
Image Moments
interester
Feature Interest
locmeasures2d
Binary Image Measures
locperf
Localization Performance Measures
LocSig
Temporal Block Bootstrap Keeping Locations in Space Constant
lossdiff
Test for Equal Predictive Ability on Average Over a Regularly...
make.SpatialVx
Spatial Verification Sets - SpatialVx Object
MCdof
Monte Carlo Degrees of Freedom
MergeForce
Force Merges in Matched Feature Objects
metrV
Binary Location Metric Proposed in Zhu et al. (2011)
Mij
Raw Image Moments.
minboundmatch
Minimum Boundary Separation Feature Matching
OF
Optical Flow Verification
optflow
Optical Flow
pphindcast2d
Practically Perfect Hindcast Neighborhood Verification Method
rigider
Rigid Transformation
S1
S1 Score, Anomaly Correlation
saller
Feature-based Analysis of a Field (Image)
Sindex
Shape Index
spatbiasFS
Field Significance Method of Elmore et al. (2006)
SpatialVx-internal
Internal functions for the SpatialVx package
SpatialVx-package
Spatial Forecast Verification
spct
Spatial Prediction Comparison Test
structurogram
Structure Function for Non-Gridded Spatial Fields.
structurogram.matrix
Structure Function for Gridded Fields
surrogater2d
Create Surrogate Fields
UKobs6
Example Precipitation Rate Verification Set (NIMROD)
upscale2d
Upscaling Neighborhood Verification on a 2-d Verification Set
vxstats
Some Common Traditional Forecast Verification Statistics.
waveIS
Intensity Scale (IS) Verification
wavePurifyVx
Apply Traditional Forecast Verification After Wavelet...
waverify2d
High-Resolution Gridded Forecast Verification Using Discrete...

Files in this package

SpatialVx
SpatialVx/NAMESPACE
SpatialVx/data
SpatialVx/data/wrf4ncep0425.rda
SpatialVx/data/pert003.rda
SpatialVx/data/wrf2caps0425.rda
SpatialVx/data/pert002.rda
SpatialVx/data/wrf4ncar0524.rda
SpatialVx/data/geom005.rda
SpatialVx/data/wrf4ncar0603.rda
SpatialVx/data/UKobs6.rda
SpatialVx/data/UKfcst6.rda
SpatialVx/data/wrf4ncep0602.rda
SpatialVx/data/wrf4ncar0602.rda
SpatialVx/data/wrf4ncep0524.rda
SpatialVx/data/pert007.rda
SpatialVx/data/wrf4ncar0518.rda
SpatialVx/data/wrf4ncep0512.rda
SpatialVx/data/wrf4ncep0517.rda
SpatialVx/data/obs0513.rda
SpatialVx/data/wrf2caps0531.rda
SpatialVx/data/ExampleSpatialVxSet.rda
SpatialVx/data/wrf2caps0513.rda
SpatialVx/data/obs0519.rda
SpatialVx/data/wrf2caps0602.rda
SpatialVx/data/pert001.rda
SpatialVx/data/wrf4ncar0513.rda
SpatialVx/data/obs0604.rda
SpatialVx/data/pert006.rda
SpatialVx/data/obs0518.rda
SpatialVx/data/pert004.rda
SpatialVx/data/wrf4ncep0513.rda
SpatialVx/data/wrf2caps0524.rda
SpatialVx/data/GFSNAMfcstEx.rda
SpatialVx/data/wrf4ncep0518.rda
SpatialVx/data/geom002.rda
SpatialVx/data/wrf4ncar0425.rda
SpatialVx/data/geom004.rda
SpatialVx/data/wrf2caps0518.rda
SpatialVx/data/geom003.rda
SpatialVx/data/wrf4ncar0517.rda
SpatialVx/data/pert000.rda
SpatialVx/data/geom000.rda
SpatialVx/data/UKloc.rda
SpatialVx/data/datalist
SpatialVx/data/hump.rda
SpatialVx/data/geom001.rda
SpatialVx/data/wrf4ncar0531.rda
SpatialVx/data/obs0601.rda
SpatialVx/data/wrf2caps0517.rda
SpatialVx/data/obs0603.rda
SpatialVx/data/wrf4ncar0512.rda
SpatialVx/data/wrf2caps0603.rda
SpatialVx/data/GFSNAMobsEx.rda
SpatialVx/data/wrf4ncep0603.rda
SpatialVx/data/obs0426.rda
SpatialVx/data/wrf4ncep0531.rda
SpatialVx/data/obs0514.rda
SpatialVx/data/obs0525.rda
SpatialVx/data/wrf2caps0512.rda
SpatialVx/data/ICPg240Locs.rda
SpatialVx/data/pert005.rda
SpatialVx/data/GFSNAMlocEx.rda
SpatialVx/R
SpatialVx/R/interester.R
SpatialVx/R/minboundmatch.R
SpatialVx/R/Geom.R
SpatialVx/R/imomenter.R
SpatialVx/R/gmm.R
SpatialVx/R/Features.R
SpatialVx/R/FeatureFinder.R
SpatialVx/R/functionals.R
SpatialVx/R/OF.R
SpatialVx/R/QlossRigid.R
SpatialVx/R/Misc.R
SpatialVx/R/CA.R
SpatialVx/R/SigFuns.R
SpatialVx/R/spct.R
SpatialVx/R/rigider.R
SpatialVx/R/plot.matched.R
SpatialVx/R/Fint2d.R
SpatialVx/R/MergeForce.R
SpatialVx/R/DataObjects.R
SpatialVx/R/FeatureTable.R
SpatialVx/R/LocMeasures.R
SpatialVx/R/Hoods2d.R
SpatialVx/R/deltamm.R
SpatialVx/R/hiw.R
SpatialVx/R/Vgrams.R
SpatialVx/R/craer.R
SpatialVx/R/combiner.R
SpatialVx/R/compositer.R
SpatialVx/R/waverify.R
SpatialVx/MD5
SpatialVx/DESCRIPTION
SpatialVx/man
SpatialVx/man/UKobs6.Rd
SpatialVx/man/FeatureTable.Rd
SpatialVx/man/GeoBoxPlot.Rd
SpatialVx/man/ExampleSpatialVxSet.Rd
SpatialVx/man/optflow.Rd
SpatialVx/man/FQI.Rd
SpatialVx/man/upscale2d.Rd
SpatialVx/man/minboundmatch.Rd
SpatialVx/man/MergeForce.Rd
SpatialVx/man/SpatialVx-package.Rd
SpatialVx/man/Sindex.Rd
SpatialVx/man/OF.Rd
SpatialVx/man/deltamm.Rd
SpatialVx/man/gmm2d.Rd
SpatialVx/man/waveIS.Rd
SpatialVx/man/structurogram.matrix.Rd
SpatialVx/man/lossdiff.Rd
SpatialVx/man/fss2dPlot.Rd
SpatialVx/man/expvgram.Rd
SpatialVx/man/FeatureProps.Rd
SpatialVx/man/datasets.Rd
SpatialVx/man/bearing.Rd
SpatialVx/man/pphindcast2d.Rd
SpatialVx/man/compositer.Rd
SpatialVx/man/hoods2d.Rd
SpatialVx/man/imomenter.Rd
SpatialVx/man/Fint2d.Rd
SpatialVx/man/griddedVgram.Rd
SpatialVx/man/combiner.Rd
SpatialVx/man/FeatureAxis.Rd
SpatialVx/man/FeatureMatchAnalyzer.Rd
SpatialVx/man/spct.Rd
SpatialVx/man/Aindex.Rd
SpatialVx/man/expvg.Rd
SpatialVx/man/wavePurifyVx.Rd
SpatialVx/man/LocSig.Rd
SpatialVx/man/interester.Rd
SpatialVx/man/S1.Rd
SpatialVx/man/FeatureFinder.Rd
SpatialVx/man/rigider.Rd
SpatialVx/man/saller.Rd
SpatialVx/man/fss2dfun.Rd
SpatialVx/man/make.SpatialVx.Rd
SpatialVx/man/EBS.Rd
SpatialVx/man/waverify2d.Rd
SpatialVx/man/craer.Rd
SpatialVx/man/MCdof.Rd
SpatialVx/man/abserrloss.Rd
SpatialVx/man/locmeasures2d.Rd
SpatialVx/man/locperf.Rd
SpatialVx/man/surrogater2d.Rd
SpatialVx/man/centdist.Rd
SpatialVx/man/Mij.Rd
SpatialVx/man/hump.Rd
SpatialVx/man/spatbiasFS.Rd
SpatialVx/man/structurogram.Rd
SpatialVx/man/disjointer.Rd
SpatialVx/man/clusterer.Rd
SpatialVx/man/GFSNAMfcstEx.Rd
SpatialVx/man/Cindex.Rd
SpatialVx/man/metrV.Rd
SpatialVx/man/vxstats.Rd
SpatialVx/man/CSIsamples.Rd
SpatialVx/man/hoods2dPlot.Rd
SpatialVx/man/hiw.Rd
SpatialVx/man/SpatialVx-internal.Rd