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SBCK (version 1.0.0)

Statistical Bias Correction Kit

Description

Implementation of several recent multivariate bias correction methods with a unified interface to facilitate their use. A description and comparison between methods can be found in .

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Version

Install

install.packages('SBCK')

Monthly Downloads

145

Version

1.0.0

License

GPL-3

Issues

3

Pull Requests

0

Stars

26

Forks

9

Maintainer

Yoann Robin

Last Published

September 11th, 2023

Functions in SBCK (1.0.0)

CDFt

CDFt method (Cumulative Distribution Function transfer)
MBCn

MBCn (Multivariate Bias Correction)
IdBC

IdBC (Identity Bias Correction) method
OTC

OTC (Optimal Transport Correction) method
MVRanksShuffle

MVRanksShuffle
DistHelper

Dist Helper
MRec

MRec (Matrix Recorrelation) method
AR2D2

AR2D2 (Analogues Rank Resampling for Distributions and Dependences) method
ECBC

ECBC (Empirical Copula Bias Correction) method
MVQuantilesShuffle

MVQuantilesShuffle
OTHist

Optimal Transport Histogram
PPPLogLinLink

PPPLogLinLink
PrePostProcessing

PrePostProcessing base class
QDM

QDM (Quantile delta mapping method)
PPPSquareLink

PPPSquareLink
PPPPreserveOrder

PPPPreserveOrder
PPPDiffRef

PPPDiffRef
OTNetworkSimplex

Optimal Transport Network Simplex solver
PPPSSR

PPPSSR
PPPFunctionLink

PPPFunctionLink
QMrs

Quantile Mapping RankShuffle method
Shift

Shift
SlopeStoppingCriteria

Slope stopping criteria
SchaakeShuffle

ShaakeShuffle class
RBC

RBC (Random Bias Correction) method
SchaakeShuffleMultiRef

ShaakeShuffleMultiRef class
SchaakeShuffleRef

ShaakeShuffleRef class
R2D2

R2D2 (Rank Resampling for Distributions and Dependences) method
QM

Quantile Mapping method
SBCK

SBCK
cpp_pairwise_distances_XCall

cpp_pairwise_distances_XCall
SparseHist

SparseHist
dTSMBC

dTSMBC (dynamical Time Shifted Multivariate Bias Correction)
dOTC

dOTC (dynamical Optimal Transport Correction) method
cpp_pairwise_distances_XYCall

cpp_pairwise_distances_XYCall
cpp_pairwise_distances_XYstr

cpp_pairwise_distances_XYstr
dataset_gaussian_exp_mixture_1d

dataset_gaussian_exp_mixture_1d
dataset_like_tas_pr

dataset_like_tas_pr
chebyshev

Chebyshev distance
wasserstein

wasserstein distance
bin_width_estimator

bin_width_estimator method
TSMBC

TSMBC (Time Shifted Multivariate Bias Correction)
cpp_pairwise_distances_Xstr

cpp_pairwise_distances_Xstr
euclidean

Euclidean distance
energy

Energy distance
where

where function
pairwise_distances

Pairwise distances
schaake_shuffle

schaake_shuffle function
minkowski

Minkowski distance
manhattan

Manhattan distance
dataset_gaussian_exp_2d

dataset_gaussian_exp_2d
dataset_gaussian_VS_exp_1d

dataset_gaussian_VS_exp_1d
dataset_gaussian_2d

dataset_gaussian_2d
dataset_gaussian_L_2d

dataset_gaussian_L_2d
dataset_bimodal_reverse_2d

dataset_bimodal_reverse_2d
data_to_hist

data_to_hist