# Empirical Bayes Estimation and Inference

## Documentation for package ‘REBayes’ version 2.59

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Code demos. Use demo() to run them.

## Help Pages

B2mix | Bivariate Binomial mixture estimation via Kiefer Wolfowitz MLE
bball | U.S. Major League Batting Average Data: 2002-2012
BDGLmix | Efron Bayesian Deconvolution Estimator for Gaussian Mixtures
Bmix | Binomial mixture estimation via Kiefer Wolfowitz MLE
BPmix | Binomial mixtures with Poisson Trials via Kiefer Wolfowitz NPMLE
bwKW | Bandwidth selection for KW smoothing
bwKW2 | Bandwidth selection for bivariate KW smoothing
Cosslett | Kiefer-Wolfowitz estimator for Cosslett (1983) estimator
dhuber | Huber density function
Finv | Function inversion
flies | Medfly Data
Gammamix | NPMLE for Gamma Mixtures
GLmix | Kiefer-Wolfowitz NPMLE for Gaussian Location Mixtures
GLVmix | NPMLE of Gaussian Location-Scale Mixture Model
Gompertzmix | NPMLE for Gompertz Mixtures
Gosset | Gosset Criminal Finger Data
Guvenen | Annual Increments in Log Income
GVmix | NPMLE for Gaussian Variance Heterogeneity
HLmix | Kiefer-Wolfowitz NPMLE for Huber Location Mixtures
HodgesLehmann | Hodges-Lehmann (1952) Modification of Bayes Priors for Compound Decisions Given a prior G find a modified prior f that bounds minimax risk.
hubereps | Huber epsilon
HuberSpline | Huber (1974) Minimal Fisher (location) information spline via conic optimization
KW2smooth | Smooth a bivariate Kiefer-Wolfowitz NPMLE
KWDual | Dual optimization for Kiefer-Wolfowitz problems
KWPrimal | Primal optimization for Kiefer-Wolfowitz problems
KWsmooth | Smooth a Kiefer-Wolfowitz NPMLE
L1norm | L1norm for piecewise linear functions
Lfdr | Local False Discovery Rate Estimation
Lfdr.GLmix | Local False Discovery Rate Estimation
Lfdr.GLVmix | Local False Discovery Rate Estimation
Lfdr.WGLVmix | Local False Discovery Rate Estimation
medde | Maximum Entropy [De]Regularized Density Estimation
Norberg | Norberg Life Insurance Data
NPmix | Normal mixture with Poisson sample size via Kiefer Wolfowitz NPMLE
plot.GLVmix | Plot a GLVmix object
plot.medde | Plotting method for medde objects
Pmix | Poisson mixture estimation via Kiefer Wolfowitz MLE
predict.B2mix | Predict Method for Bmix
predict.Bmix | Predict Method for Bmix
predict.GLmix | Predict Method for GLmix
predict.GLVmix | Predict Method for GLVmix
predict.HLmix | Predict Method for HLmix
predict.Pmix | Predict Method for Pmix
predict.WGLVmix | Predict Method for WGLVmix
psychtest | Lord and Cressie Binomial Psychological Test Data
qKW | Quantiles of KW fit
qKW2 | Quantiles of bivariate KW fit
qmedde | Quantile function for medde estimate
rKW | Random sample from KW object
RLR | Regularized Logistic Regression
rmedde | Random number generation from a medde estimate
Rxiv | Archive function for auxiliary files for latex documents
tacks | Beckett and Diaconis flipping tacks data
tannenbaum | Perverse Gaussian Mixture data
ThreshFDR | Thresholding for False Discovery Rate
TLmix | NPMLE for Student t location mixtures
Tncpmix | NPMLE for Student t non-centrality parameter mixtures
traprule | Integration by Trapezoidal Rule
Umix | NPMLE for Uniform Scale Mixtures
velo | Rotational Velocity of Stars
Weibullmix | NPMLE for Weibull Mixtures
WGLVmix | Weighted NPMLE of Longitudinal Gaussian Mean and Variances Model
WGVmix | WGVmix: Weighted Generalized Maximum Likelihood for Empirical Bayes Estimation of Gamma Variances
WLVmix | NPMLE for Longitudinal Gaussian Means and Variances Model with Independent Prior
WTLVmix | NPMLE for Longitudinal Gaussian Means and Variances Model