Mixture Models: Parametric, Semiparametric, and Robust


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Documentation for package ‘MixSemiRob’ version 1.1.0

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AFDP AFDP data
complh Complete Likelihood Frequency Method for Label Switching
distlat Euclidean Distance Based Labeling Method for Label Switching
elbow Elbow data
EMnormal Parameter Estimation of Normal Mixture Using EM Algorithm
ethanol Ethanol data
kdeem Kernel Density-based EM-type algorithm for Semiparametric Mixture Regression with Unspecified Error Distributions
kdeem.h Kernel Density-based EM-type algorithm for Semiparametric Mixture Regression with Unspecified Homogenous Error Distributions
kdeem.lse Kernel Density-based EM-type algorithm with Least Square Estimation for Semiparametric Mixture Regression with Unspecified Homogenous Error Distributions
mixLogconc Clustering with Mixtures of Log-concave Distributions using EM Algorithm (Univariate)
mixLogconcHD Clustering with Mixtures of Log-concave Distributions using EM Algorithm (Multivariate)
mixMPHD Semiparametric Mixture Model by Minimizing Profile Hellinger Distance
mixnorm Parameter Estimation for Uni- or Multivariate Normal Mixture Models
mixOnekn Two-component Normal Mixture Estimation with One Known Component
mixpf Profile Likelihood Method for Normal Mixture with Unequal Variance
mixreg MLE of Mixture Regression with Normal Errors
mixregBisq Robust EM Algorithm For Mixture of Linear Regression Based on Bisquare Function
mixregLap Robust Mixture Regression with Laplace Distribution
mixregPvary Mixture of Regression Models with Varying Mixing Proportions
mixregPvaryGen Varying Proportion Mixture Data Generator
mixregRM2 Robust Mixture Regression with Thresholding-Embedded EM Algorithm for Penalized Estimation
mixregT Robust Mixture Regression with T-distribution
mixregTrim Robust Regression Estimator Using Trimmed Likelihood
mixScale Continuous Scale Mixture Approach for Normal Scale Mixture Model
mixTest Goodness of Fit Test for Finite Mixture Models
NBA NBA data
ROE ROE data
semimrBin Semiparametric Mixture of Binomial Regression with a Degenerate Component with Time-Varying Proportion and Time-Varying Success Probability
semimrBinFull Semiparametric Mixture of Binomial Regression with a Degenerate Component with Constant Proportion and Time-Varying Success Probability (Backfitting)
semimrBinOne Semiparametric Mixture of Binomial Regression with a Degenerate Component with Constant Proportion and Time-Varying Success Probability (One-step Backfitting)
semimrFull Semiparametric Mixture Regression Models with Single-index Proportion and Fully Iterative Backfitting
semimrGen Semiparametric Mixture Data Generator
semimrGlobal Semiparametric Mixtures of Nonparametric Regressions with Global EM-type Algorithm
semimrLocal Semiparametric Mixtures of Nonparametric Regressions with Local EM-type Algorithm
semimrOne Semiparametric Mixture Regression Models with Single-index and One-step Backfitting
sinvreg Dimension Reduction Based on Sliced Inverse Regression
tone Tone perception data