Robust Mixture Regression

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Documentation for package ‘RobMixReg’ version 1.0.0

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biscalew biscalew :Robust M-estimates for scale.
bisquare bisquare : Robust estimates for mean.
blockMap Plot the coefficient matrix.
BRCA_ATAC_RNA_seq RobMixReg package built-in breast cancer multi-omics data.
BRCA_source RobMixReg package built-in BRCA source data.
Compute_Rbase_SVD Compute the row space using SVD.
CSMR The main function of the RBSL algorithm.
CSMR_one Perform the RBSL algorithm one times.
CTLE-method TLE: robust mixture regression based on trimmed likelihood estimation.
CTLE-method mixLp : mixLp_one estimates the mixture regression parameters robustly using Laplace distribution based on multiply initial value..
CTLERob CTLERob: Robust mixture regression based on component-wise adaptive trimming likelihood estimation.
CTLERob,formula,ANY,numeric,ANY plot_CTLE: Plot the mixture/single regression line(s) in a simply function.
CTLERob-method CTLERob: Robust mixture regression based on component-wise adaptive trimming likelihood estimation.
Cytokine_dataset RobMixReg package built-in Cytokine data.
denLp denLp : Density function for Laplace distribution.
DeOut DeOut : Detect outlier observations.
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.
mixlinrb_bi mixlinrb_bi: mixlinrb_bione estimates the mixture regression parameters robustly using bisquare function based on multiply initial value.
mixlinrb_bi-method 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.
mixLp mixLp : mixLp_one estimates the mixture regression parameters robustly using Laplace distribution based on multiply initial value..
mixLp-method 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.
mixtureReg Function to Fit Mixture of Regressions
MLM The main function of mining the latent relationship among variables.
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_CTLE-method 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
Rec_Lm Adaptive lasso.
rmr The main function of Robust Mixture Regression using five methods.
RobMixReg-class Class RobMixReg.
simuData RobMixReg package built-in simulated example data.
simu_data_sparse Simulate high dimension data for RBSL algorithm validation.
TLE TLE: robust mixture regression based on trimmed likelihood estimation.
TLE-method TLE: robust mixture regression based on trimmed likelihood estimation.