Sparse Multivariate Differential Equations

coordinateDescent | l1-penalized least squares coordinate descent |

coordinateDescentMF | l1-penalized matrix free least squares coordinate descent |

coordinateDescentQuad | l1-penalized coordinate descent |

dfEff | Effective degrees of freedom. |

dfEffec | Computation of effective degrees of freedom. |

dim | Dimensions of multivariate model |

dpredict | Derivative of the predictor |

fit | Fitting a multivariate process model |

grad | Computation of the gradient of the loss function |

loss | Computation of the squared error loss function |

multModel | Multivariate process models constructor |

penalty | Weighted l1-norm |

predict.multModel | Prediction for multivariate models |

progressBar | Yet another progress bar |

response | Returns the response |

risk | Computation of the squared error risk. |

riskHat | Estimation of the risk. |

smde | Sparse Multivariate Differential Equations |

stepOptim | Stepwise optimization |

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