Simulation of high-dimensional data and parallelized repeated penalized regression

beer.exprs | Lung adenocarcinoma microarray expression data of Beer et al.... |

beer.survival | Survival data for Beer et al. (2002) lung adenocarcinoma... |

create.data | simulate correlated predictors with time-to-event or binary... |

opt1D | Parallelized repeated tuning of Lasso or Ridge penalty... |

opt2D | Parallelized, two-dimensional tuning of Elastic Net L1/L2... |

opt.nested.crossval | Parallelized calculation of cross-validated risk score... |

opt.splitval | Parallelized calculation of split training/test set... |

pensim-package | Functions and data for simulation of high-dimensional data... |

scan.l1l2 | Function calculate cross-validated likelihood on a regular... |

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