BcorSIS |
A Generic Sure Independence Screening Procedure |
CAS |
Category-Adaptive Variable Screening for Ultra-High Dimensional Heterogeneous Categorical Data |
CISIS |
Model-Free Feature screening Based on Concordance Index for Ultra-High Dimensional Categorical Data |
Cor |
Parallel function This is a parallel function about the projection correlation. |
CSIS |
Model-Free Feature screening Based on Concordance Index Statistic |
DCSIS |
Feature Screening via Distance Correlation Learning |
GendataAFT |
Generate simulation data (Survival data based on the accelerated failure time model) |
GendataCox |
Generate simulation data (Survival data based on the Cox model) |
GendataGP |
Generate simulation data (Complete data with group predictors) |
GendataIM |
Generate simulation data (Complete data for intersection variables) |
GendataLDA |
Generate simulation data (Categorial based on linear discriminant analysis model) |
GendataLGM |
Generate simulation data (Binary category data based on logistic model) |
GendataLM |
Generate simulation data (Complete data based on linear models) |
GendataMRM |
Generate simulation data (Multivariate response models) |
GendataPM |
Generate simulation data (Discrete response data based on poisson model) |
GendataTM |
Generate simulation data (Complete data based on transformation model) |
get_arccos |
Arccos function |
Kfilter |
The Kolmogorov filter for variable screening |
Kfilter_fused |
The fused kolmogorov filter: a nonparametric model-free screening method |
Kfilter_single |
The Kolmogorov filter for variable screening in high-dimensional binary classification |
MDCSIS |
Martingale Difference Correlation and Its Use in High-Dimensional Variable Screening |
MFSIS |
Model-free feature screening procedures |
MVSIS |
Model-Free Feature Screening for Ultrahigh Dimensional Discriminant Analysis |
PCSIS |
Model-Free Feature Screening Based on the Projection Correlation |
projection_corr |
Projection correlation function |
PSIS |
Ultrahigh-Dimensional Multiclass Linear Discriminant Analysis by Pairwise Sure Independence Screening |
req_py |
Detect Python Module |
Simdata |
Generate simulation data (The unified class framework to generate simulation data) |
SIRS |
Model-Free Feature Screening for Ultrahigh Dimensional Data |
SIS |
Sure Independent Screening |
WLS |
A Model-free Variable Screening Method Based on Leverage Score |