All functions

CCLE_data

RobMixReg package built-in CCLE data.

CSMR()

The main function of the RBSL algorithm.

CSMR_one()

Perform the RBSL algorithm one times.

CSMR_predict()

The predict function of the CSMR algorithm.

CSMR_train()

The train function of the CSMR algorithm.

CTLERob()

CTLERob: Robust mixture regression based on component-wise adaptive trimming likelihood estimation.

Compute_Rbase_SVD()

Compute the row space using SVD.

DeOut()

DeOut : Detect outlier observations.

MLM()

The main function of mining the latent relationship among variables.

MLM_bic()

Model selection function for low dimension data.

MLM_cv()

Cross validation (fold-5) function for high dimension data.

Rec_Lm()

Adaptive lasso.

RobMixReg-class

Class RobMixReg.

TLE()

TLE: robust mixture regression based on trimmed likelihood estimation.

biscalew()

biscalew :Robust M-estimates for scale.

bisquare()

bisquare : Robust estimates for mean.

blockMap()

Plot the coefficient matrix.

colon_data

RobMixReg package built-in Colon cancer data.

compPlot()

The plot wrapper function.

denLp()

denLp : Density function for Laplace distribution.

flexmix_2()

flexmix_2: Multiple runs of MLE based mixture regression to stabilize the output.

gaussData

RobMixReg package built-in gaussian example data.

lars.lsa()

lars variant for LSA.

logLik_mixtureReg()

Obtain Log-likelihood from a mixtureReg Object

lsa()

Least square approximation. This version Oct 19, 2006.

mixLp()

mixLp : mixLp_one estimates the mixture regression parameters robustly using Laplace distribution based on multiply initial value..

mixLp_one()

mixLp_one : mixLp_one estimates the mixture regression parameters robustly using Laplace distribution based on one initial value.

mixlinrb_bi()

mixlinrb_bi: mixlinrb_bione estimates the mixture regression parameters robustly using bisquare function based on multiply initial value.

mixlinrb_bione()

mixlinrb_bione : mixlinrb_bione estimates the mixture regression parameters robustly using bisquare function based on one initial value.

mixtureReg()

Function to Fit Mixture of Regressions

orderedLines()

Sort by X Coordinates and Add Line to a Plot

plot_CTLE()

plot_CTLE: Plot the mixture/single regression line(s) in a simply function.

plot_mixtureReg()

Plot Fit and Mixing Probability of a mixtureReg Object

plot_mixtureRegList()

Plot a List of mixtureReg Objects

rmr()

The main function of Robust Mixture Regression using five methods.

simuData

RobMixReg package built-in simulated example data.

simu_data_sparse()

Simulate high dimension data for RBSL algorithm validation.

simu_func()

The simulation function for low/high dimensional space.

simu_low()

The simulation function for low dimensional space.