All functions |
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RobMixReg package built-in CCLE data. |
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The main function of the RBSL algorithm. |
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Perform the RBSL algorithm one times. |
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The predict function of the CSMR algorithm. |
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The train function of the CSMR algorithm. |
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CTLERob: Robust mixture regression based on component-wise adaptive trimming likelihood estimation. |
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Compute the row space using SVD. |
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DeOut : Detect outlier observations. |
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The main function of mining the latent relationship among variables. |
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Model selection function for low dimension data. |
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Cross validation (fold-5) function for high dimension data. |
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Adaptive lasso. |
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Class RobMixReg. |
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TLE: robust mixture regression based on trimmed likelihood estimation. |
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biscalew :Robust M-estimates for scale. |
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bisquare : Robust estimates for mean. |
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Plot the coefficient matrix. |
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RobMixReg package built-in Colon cancer data. |
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The plot wrapper function. |
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denLp : Density function for Laplace distribution. |
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flexmix_2: Multiple runs of MLE based mixture regression to stabilize the output. |
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RobMixReg package built-in gaussian example data. |
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lars variant for LSA. |
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Obtain Log-likelihood from a mixtureReg Object |
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Least square approximation. This version Oct 19, 2006. |
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mixLp : mixLp_one estimates the mixture regression parameters robustly using Laplace distribution based on multiply initial value.. |
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mixLp_one : mixLp_one estimates the mixture regression parameters robustly using Laplace distribution based on one initial value. |
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mixlinrb_bi: mixlinrb_bione estimates the mixture regression parameters robustly using bisquare function based on multiply initial value. |
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mixlinrb_bione : mixlinrb_bione estimates the mixture regression parameters robustly using bisquare function based on one initial value. |
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Function to Fit Mixture of Regressions |
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Sort by X Coordinates and Add Line to a Plot |
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plot_CTLE: Plot the mixture/single regression line(s) in a simply function. |
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Plot Fit and Mixing Probability of a mixtureReg Object |
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Plot a List of mixtureReg Objects |
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The main function of Robust Mixture Regression using five methods. |
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RobMixReg package built-in simulated example data. |
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Simulate high dimension data for RBSL algorithm validation. |
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The simulation function for low/high dimensional space. |
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The simulation function for low dimensional space. |