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||2016-12-30 00:13:40|
|Maintainer||Eric Gilleland <EricG@ucar.edu>|
|License||GPL (>= 2)|
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
thresholder: Apply a Threshold to a Field
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...