High-Dimensional Penalized Regression

coeff | get coefficients at a given step. |

coef.LarsPath | Compute coefficients |

computeCoefficients | Compute coefficients |

EMcvfusedlasso | cross validation for EM fused-lasso |

EMcvlasso | cross validation for 'EMlasso' |

EMfusedlasso | EM algorithm for fused-lasso penalty |

EMlasso | EM algorithm for lasso penalty |

HDcvlars | cross validation |

HDfusion | Fusion algorithm |

HDlars | Lars algorithm |

HDPenReg-package | Algorithms for lasso and fused-lasso problems. |

LarsPath-class | Constructor of LarsPath class |

listToMatrix | List to sparse matrix conversion |

plotCoefficient | Plot of coefficients |

plot.HDcvlars | plot cross validation mean square error |

plot-methods | plot methods for LarsPath object |

predict.LarsPath | Prediction of response |

simul | Simulate copy number data for a case-control study. |

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