Quantile Regression Outlier Diagnostics with K Left Out Analysis


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Documentation for package ‘quokar’ version 0.1.0

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ah House Price
ais Australia Institute of Sport data
ALDqr_case_deletion Calculate the case-deletion coefficience of the MLE estimation of quantile regression
ALDqr_GCD Generalized Cook's distance for each observation in quantile regression model
ALDqr_QD Q-function distance for each observation in quantile regression model
baseball Baseball Hitter Data
bayesKL Kullback-Leibler divergence for each observation in Baysian quantile regression model
bayesProb Mean posterior probability for each observation in Baysian quantile regression model
frame_ald Density function plot of the error term for quantile regression model using asymmetric Laplace distribution
frame_ald_weight Weighting Matrix of Quantile regression using Asymmetric Laplace Distrubtion
frame_bayes Mean probability of posterior distribution and Kullback-Leibler divergence for observations in Bayesian quantile regression model
frame_br Visualization of quantile regression model fitting: br algorithem
frame_distance Residual-robust distance plot of quantile regression model
frame_distance_complex Residual-robust distance plot of quantile regression model
frame_fn_obs Visualization of quantile regression model fitting: interior point algorithm
frame_fn_path Visualization of the fitting path of quantile regression: interior point method
frame_mle General Cook's distance or Q-function distance of quantile regression
frame_nlrq Visualization of fitting process of non-linear quantile regression: interior point algorithm
qrod_bayes Outlier Dignostic for Quantile Regression Based on Bayesian Estimation
qrod_mle Outlier Dignostic for Quantile Regression with Asymmetric Laplace Distribution
trout Fish habbit of trout