Package: SBCK 1.0.0

SBCK: Statistical Bias Correction Kit

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 <doi:10.5194/esd-11-537-2020>.

Authors:Yoann Robin [aut, cre], Mathieu Vrac [cph]

SBCK_1.0.0.tar.gz
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SBCK.pdf |SBCK.html✨
SBCK/json (API)

# Install 'SBCK' in R:
install.packages('SBCK', repos = c('https://yrobink.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/yrobink/sbck/issues

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

1.00 score 145 downloads 55 exports 9 dependencies

Last updated 1 years agofrom:fc39aa865c. Checks:OK: 4 NOTE: 5. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 05 2024
R-4.5-win-x86_64NOTENov 05 2024
R-4.5-linux-x86_64NOTENov 05 2024
R-4.4-win-x86_64NOTENov 05 2024
R-4.4-mac-x86_64NOTENov 05 2024
R-4.4-mac-aarch64NOTENov 05 2024
R-4.3-win-x86_64OKNov 05 2024
R-4.3-mac-x86_64OKNov 05 2024
R-4.3-mac-aarch64OKNov 05 2024

Exports:AR2D2bin_width_estimatorCDFtchebyshevcpp_pairwise_distances_XCallcpp_pairwise_distances_Xstrcpp_pairwise_distances_XYCallcpp_pairwise_distances_XYstrdata_to_histdataset_bimodal_reverse_2ddataset_gaussian_2ddataset_gaussian_exp_2ddataset_gaussian_exp_mixture_1ddataset_gaussian_L_2ddataset_gaussian_VS_exp_1ddataset_like_tas_prDistHelperdOTCdTSMBCECBCenergyeuclideanIdBCmanhattanMBCnminkowskiMRecMVQuantilesShuffleMVRanksShuffleOTCOTHistOTNetworkSimplexpairwise_distancesPPPDiffRefPPPFunctionLinkPPPLogLinLinkPPPPreserveOrderPPPSquareLinkPPPSSRPrePostProcessingQDMQMQMrsR2D2RBCschaake_shuffleSchaakeShuffleSchaakeShuffleMultiRefSchaakeShuffleRefShiftSlopeStoppingCriteriaSparseHistTSMBCwassersteinwhere

Dependencies:data.tableLmomentsnumDerivR6RcppRcppArmadilloRcppEigenROOPSDtransport

Readme and manuals

Help Manual

Help pageTopics
AR2D2 (Analogues Rank Resampling for Distributions and Dependences) methodAR2D2
bin_width_estimator methodbin_width_estimator
CDFt method (Cumulative Distribution Function transfer)CDFt
Chebyshev distancechebyshev
cpp_pairwise_distances_XCallcpp_pairwise_distances_XCall
cpp_pairwise_distances_Xstrcpp_pairwise_distances_Xstr
cpp_pairwise_distances_XYCallcpp_pairwise_distances_XYCall
cpp_pairwise_distances_XYstrcpp_pairwise_distances_XYstr
data_to_histdata_to_hist
dataset_bimodal_reverse_2ddataset_bimodal_reverse_2d
dataset_gaussian_2ddataset_gaussian_2d
dataset_gaussian_exp_2ddataset_gaussian_exp_2d
dataset_gaussian_exp_mixture_1ddataset_gaussian_exp_mixture_1d
dataset_gaussian_L_2ddataset_gaussian_L_2d
dataset_gaussian_VS_exp_1ddataset_gaussian_VS_exp_1d
dataset_like_tas_prdataset_like_tas_pr
Dist HelperDistHelper
dOTC (dynamical Optimal Transport Correction) methoddOTC
dTSMBC (dynamical Time Shifted Multivariate Bias Correction)dTSMBC
ECBC (Empirical Copula Bias Correction) methodECBC
Energy distanceenergy
Euclidean distanceeuclidean
IdBC (Identity Bias Correction) methodIdBC
Manhattan distancemanhattan
MBCn (Multivariate Bias Correction)MBCn
Minkowski distanceminkowski
MRec (Matrix Recorrelation) methodMRec
MVQuantilesShuffleMVQuantilesShuffle
MVRanksShuffleMVRanksShuffle
OTC (Optimal Transport Correction) methodOTC
Optimal Transport HistogramOTHist
Optimal Transport Network Simplex solverOTNetworkSimplex
Pairwise distancespairwise_distances
PPPDiffRefPPPDiffRef
PPPFunctionLinkPPPFunctionLink
PPPLogLinLinkPPPLogLinLink
PPPPreserveOrderPPPPreserveOrder
PPPSquareLinkPPPSquareLink
PPPSSRPPPSSR
PrePostProcessing base classPrePostProcessing
QDM (Quantile delta mapping method)QDM
Quantile Mapping methodQM
Quantile Mapping RankShuffle methodQMrs
R2D2 (Rank Resampling for Distributions and Dependences) methodR2D2
RBC (Random Bias Correction) methodRBC
SBCKSBCK
schaake_shuffle functionschaake_shuffle
ShaakeShuffle classSchaakeShuffle
ShaakeShuffleMultiRef classSchaakeShuffleMultiRef
ShaakeShuffleRef classSchaakeShuffleRef
ShiftShift
Slope stopping criteriaSlopeStoppingCriteria
SparseHistSparseHist
TSMBC (Time Shifted Multivariate Bias Correction)TSMBC
wasserstein distancewasserstein
where functionwhere