GlmFamily Struct Reference

`#include <genesis/utils/math/regression/family.hpp>`

Definition at line 48 of file family.hpp.

## Public Types | |

enum | Family { kUnknown, kBinomial, kPoisson, kGaussian, kGamma } |

List of common GLM Families. More... | |

## Public Attributes | |

std::function< GlmLink()> | canonical_link |

Get the canonical link function. More... | |

GlmLink::Link | canonical_link_id = GlmLink::kUnknown |

Internal ID of the GlmLink, used to check if the link is the canonical one for a given distribution family. More... | |

Family | id = kUnknown |

Internal ID of the GlmFamily, used to check for specific families where needed. More... | |

std::function< double(double y, double mu)> | log_likelihood |

Log-Likelihood contribution of a value. To be multiplied by prior weight. More... | |

std::function< double(double mu)> | rectify |

Rectify to a valid value, for the fitted mean, to avoid extreme predictions. More... | |

std::function< double(double y, double mu)> | unit_deviance |

Unit deviance for the distribution family. More... | |

std::function< double(double mu)> | variance |

Variance function for the distribution family. More... | |

enum Family |

List of common GLM Families.

Enumerator | |
---|---|

kUnknown | |

kBinomial | |

kPoisson | |

kGaussian | |

kGamma |

Definition at line 53 of file family.hpp.

std::function<GlmLink()> canonical_link |

Get the canonical link function.

Definition at line 95 of file family.hpp.

GlmLink::Link canonical_link_id = GlmLink::kUnknown |

Internal ID of the GlmLink, used to check if the link is the canonical one for a given distribution family.

Definition at line 70 of file family.hpp.

Internal ID of the GlmFamily, used to check for specific families where needed.

Definition at line 64 of file family.hpp.

std::function<double( double y, double mu )> log_likelihood |

Log-Likelihood contribution of a value. To be multiplied by prior weight.

Definition at line 80 of file family.hpp.

std::function<double( double mu )> rectify |

Rectify to a valid value, for the fitted mean, to avoid extreme predictions.

Definition at line 85 of file family.hpp.

std::function<double( double y, double mu )> unit_deviance |

Unit deviance for the distribution family.

Definition at line 90 of file family.hpp.

std::function<double( double mu )> variance |

Variance function for the distribution family.

Definition at line 75 of file family.hpp.

The documentation for this struct was generated from the following file: