Regularized Regression with Differential Penalties Integrating External Information

coef.xtune | Extract model coefficients from fitted 'xtune' object |

diet | Simulated diet data to predict weight loss |

estimateVariance | Estimate noise variance given predictor X and response Y. |

example | An simulated example dataset |

gene | Simulated gene data to predict weight loss |

misclassification | Calculate misclassification error |

mse | Calculate mean square error |

predict.xtune | Model predictions based on fitted 'xtune' object |

xtune | Tuning differential shrinkage parameters in penalized... |

xtune.control | Control function for xtune fitting |

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