Flexible Bayesian Model Selection and Model Averaging
Access Aggregated Predictions
Generic for Accessing Aggregated Predictions
Arcsinh Transform
Coefficients for BGNLM Model
Coefficients for GMJMCMC Merged Model
Coefficients for GMJMCMC Model
Coefficients for MJMCMC Parallel Model
Coefficients for MJMCMC Model
Compute Effects for Specified Covariates Using a Fitted Model
Cosine Function for Degrees
Plot Convergence Diagnostics for GMJMCMC or GMJMCMC Merged Results
Erf Function
Double Exponential Function
tools:::Rd_package_title("FBMS")
Master Log Marginal Likelihood Function
Fit a BGNLM Model Using MJMCMC or GMJMCMC Sampling.
Access Fitted Values
Log Likelihood Function for Gaussian Regression with a Jeffreys Prior ...
GELU Function
Generate a Parameter List for GMJMCMC (Genetically Modified MJMCMC)
Generate a Parameter List for MJMCMC (Mode Jumping MCMC)
Generate a Probability List for GMJMCMC (Genetically Modified MJMCMC)
Generate a Probability List for MJMCMC (Mode Jumping MCMC)
Extract the Best Model from MJMCMC or GMJMCMC Results
Retrieve the Median Probability Model (MPM)
Run Multiple GMJMCMC (Genetically Modified MJMCMC) Runs in Parallel.
Main Algorithm for GMJMCMC (Genetically Modified MJMCMC)
Heavy Side Function
Impute Missing Values in Test Data Using Training Data
Impute Missing Values in the Data
Log Model Prior Function
Log Likelihood Function for Logistic Regression with a Jeffreys Parame...
Function for Calculating Marginal Inclusion Probabilities of Features ...
Merge a List of Multiple Results from Many Runs
Run Multiple MJMCMC Runs in Parallel, Merging the Results Before Retur...
Main Algorithm for MJMCMC (Genetically Modified MJMCMC)
Function to Generate a Function String for a Model Consisting of Featu...
Negative GELU Function
Negative Heavy Side Function
Not x
Negative ReLU Function
p0 Polynomial Term
p05 Polynomial Term
p0p0 Polynomial Term
p0p05 Polynomial Term
p0p1 Polynomial Term
p0p2 Polynomial Term
p0p3 Polynomial Term
p0pm05 Polynomial Term
p0pm1 Polynomial Terms
p0pm2 Polynomial Term
p2 Polynomial Term
p3 Polynomial Term
Plot BGNLM Model
Plot FBMS Prediction Object
Plot a gmjmcmc_merged Run
Function to Plot GMJMCMC Results and Merged Results from merge.results
Plot an mjmcmc_parallel Run
Function to Plot GMJMCMC Results and Merged Results from merge.results
pm05 Polynomial Term
pm1 Polynomial Term
pm2 Polynomial Term
Predict Responses from a BGNLM Model
Predict Using a Merged GMJMCMC Result Object
Predict Using a GMJMCMC Result Object from a Parallel Run
Predict Using a GMJMCMC Result Object
Predict Using an MJMCMC Result Object from a Parallel Run
Predict Using an MJMCMC Result Object
Access Mean Predictions
Generic for Accessing Mean Predictions
Access Quantile Predictions
Generic for Accessing Quantile Predictions
Print BGNLM Model Object
Print FBMS Prediction Object
Print Method for "feature" Class
Print GMJMCMC Merged Model Object
Print GMJMCMC Model Object
Print MJMCMC Parallel Model Object
Print MJMCMC Model Object
ReLU Function
Residuals for BGNLM Model
Residuals for GMJMCMC Merged Model
Residuals for GMJMCMC Model
Residuals for MJMCMC Parallel Model
Residuals for MJMCMC Model
rmclapply: Cross-Platform mclapply/Forking Hack for Windows
Set the Transformations Option for GMJMCMC (Genetically Modified MJMCM...
Sigmoid Function
Sine Function for Degrees
Square Root Function
Function to Get a Character Representation of a List of Models
Function to Get a Character Representation of a List of Features
Summary of FBMS Prediction Object
Function to Print a Quick Summary of the Results
Function to Print a Quick Summary of the Results
Function to Print a Quick Summary of the Results
Function to Print a Quick Summary of the Results
Cube Root Function
Implements the Mode Jumping Markov Chain Monte Carlo algorithm described in <doi:10.1016/j.csda.2018.05.020> and its Genetically Modified counterpart described in <doi:10.1613/jair.1.13047> as well as the sub-sampling versions described in <doi:10.1016/j.ijar.2022.08.018> for flexible Bayesian model selection and model averaging.