Mixture-of-Experts Modeling for Complex Non-Normal Distributions


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Documentation for package ‘meteorits’ version 0.1.1

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meteorits-package MEteorits: Mixtures-of-ExperTs modEling for cOmplex and non-noRmal dIsTributions
emNMoE emNMoE implements the EM algorithm to fit a Normal Mixture of Experts (NMoE).
emSNMoE emSNMoE implements the ECM algorithm to fit a Skew-Normal Mixture of Experts (SNMoE).
emStMoE emStMoE implements the ECM algorithm to fit a Skew-t Mixture of Experts (StMoE).
emTMoE emTMoE implements the ECM algorithm to fit a t Mixture of Experts (TMoE).
meteorits MEteorits: Mixtures-of-ExperTs modEling for cOmplex and non-noRmal dIsTributions
ModelNMoE A Reference Class which represents a fitted NMoE model.
ModelNMoE-class A Reference Class which represents a fitted NMoE model.
ModelSNMoE A Reference Class which represents a fitted SNMoE model.
ModelSNMoE-class A Reference Class which represents a fitted SNMoE model.
ModelStMoE A Reference Class which represents a fitted StMoE model.
ModelStMoE-class A Reference Class which represents a fitted StMoE model.
ModelTMoE A Reference Class which represents a fitted TMoE model.
ModelTMoE-class A Reference Class which represents a fitted TMoE model.
ParamNMoE A Reference Class which contains parameters of a NMoE model.
ParamNMoE-class A Reference Class which contains parameters of a NMoE model.
ParamSNMoE A Reference Class which contains parameters of a SNMoE model.
ParamSNMoE-class A Reference Class which contains parameters of a SNMoE model.
ParamStMoE A Reference Class which contains parameters of a StMoE model.
ParamStMoE-class A Reference Class which contains parameters of a StMoE model.
ParamTMoE A Reference Class which contains parameters of a TMoE model.
ParamTMoE-class A Reference Class which contains parameters of a TMoE model.
sampleUnivNMoE Draw a sample from a normal mixture of linear experts model.
sampleUnivSNMoE Draw a sample from a skew-normal mixture of linear experts model.
sampleUnivStMoE Draw a sample from a univariate skew-t mixture.
sampleUnivTMoE Draw a sample from a univariate t mixture of experts (TMoE).
StatNMoE A Reference Class which contains statistics of a NMoE model.
StatNMoE-class A Reference Class which contains statistics of a NMoE model.
StatSNMoE A Reference Class which contains statistics of a SNMoE model.
StatSNMoE-class A Reference Class which contains statistics of a SNMoE model.
StatStMoE A Reference Class which contains statistics of a StMoE model.
StatStMoE-class A Reference Class which contains statistics of a StMoE model.
StatTMoE A Reference Class which contains statistics of a TMoE model.
StatTMoE-class A Reference Class which contains statistics of a TMoE model.
tempanomalies Global Annual Temperature Anomalies (Land Meteorological Stations) (1880-2015)