A compositional, multivariate and univariate time series outlier ensemble.
It uses the four R packages 'forecast', 'tsoutliers', 'otsad' and 'anomalize' to detect time
series outliers (Kandanaarachchi, Menendez 2020) <doi:10.13140/RG.2.2.32217.95845>.
knitr, rmarkdown, tourr, stringr, broom, maptools

Regression estimation based on the compound covariate methed
under the Cox proportional hazard model
Takeshi Emura, Graduate Institute of Statistics, National
Central University, Taiwan <emura@stat.ncu.edu.tw>
Calculate regression coefficients and their standard
errors under the Cox proportional hazard model with the large
number of covariates.

Regression estimation based on the compound shrinkage method
under the Cox proportional hazard model
Calculate regression coefficients and their standard
deviations under the Cox proportional hazard model with the
large number of covariates.

Calculate regression coefficients and their standard deviations under the Cox proportional hazard model with the large number of covariates.

Regression estimation based on the compound covariate method
under the Cox proportional hazard model
Calculate regression coefficients and their standard deviations under the Cox proportional hazard model with the large number of covariates. A shrinkage type estimation based on the compound covariate method (Emura, Chen & Chen, 2012 PLoS ONE) and a univariate gene selection method under dependent censoring (Emura & Chen, 2014 Statistical Methods in Medical Research) are implemented in this package.

Regression Estimation Based on the Compound Covariate Method
Under the Cox Proportional Hazard Model
Calculate regression coefficients and their standard deviations under the Cox proportional hazard model with a large number of covariates. A shrinkage type estimation based on the compound covariate method (Emura, Chen & Chen, 2012 PLoS ONE) and a univariate gene selection method under dependent censoring (Emura & Chen, 2014 Statistical Methods in Medical Research) are implemented. Algorithms for simulating gene expressions in these references are also given.