Functions for Learning Bayesian Inference

achievement | School achievement data |

baseball.1964 | Team records in the 1964 National League baseball season |

bayes.influence | Observation sensitivity analysis in beta-binomial model |

bayes.model.selection | Bayesian regression model selection using G priors |

bayes.probit | Simulates from a probit binary response regression model... |

bayesresiduals | Computation of posterior residual outlying probabilities for... |

bermuda.grass | Bermuda grass experiment data |

betabinexch | Log posterior of logit mean and log precision for... |

betabinexch0 | Log posterior of mean and precision for Binomial/beta... |

beta.select | Selection of Beta Prior Given Knowledge of Two Quantiles |

bfexch | Logarithm of integral of Bayes factor for testing homogeneity... |

bfindep | Bayes factor against independence assuming alternatives close... |

binomial.beta.mix | Computes the posterior for binomial sampling and a mixture of... |

birdextinct | Bird measurements from British islands |

birthweight | Birthweight regression study |

blinreg | Simulation from Bayesian linear regression model |

blinregexpected | Simulates values of expected response for linear regression... |

blinregpred | Simulates values of predicted response for linear regression... |

bprobit.probs | Simulates fitted probabilities for a probit regression model |

bradley.terry.post | Log posterior of a Bradley Terry random effects model |

breastcancer | Survival experience of women with breast cancer under... |

calculus.grades | Calculus grades dataset |

cancermortality | Cancer mortality data |

careertraj.setup | Setup for Career Trajectory Application |

cauchyerrorpost | Log posterior of median and log scale parameters for Cauchy... |

chemotherapy | Chemotherapy treatment effects on ovarian cancer |

ctable | Bayes factor against independence using uniform priors |

darwin | Darwin's data on plants |

discint | Highest probability interval for a discrete distribution |

discrete.bayes | Posterior distribution with discrete priors |

discrete.bayes.2 | Posterior distribution of two parameters with discrete priors |

dmnorm | The probability density function for the multivariate normal... |

dmt | Probability density function for multivariate t |

donner | Donner survival study |

election | Florida election data |

election.2008 | Poll data from 2008 U.S. Presidential Election |

footballscores | Game outcomes and point spreads for American football |

gibbs | Metropolis within Gibbs sampling algorithm of a posterior... |

groupeddatapost | Log posterior of normal parameters when data is in grouped... |

hearttransplants | Heart transplant mortality data |

hiergibbs | Gibbs sampling for a hierarchical regression model |

histprior | Density function of a histogram distribution |

howardprior | Logarithm of Howard's dependent prior for two proportions |

impsampling | Importance sampling using a t proposal density |

indepmetrop | Independence Metropolis independence chain of a posterior... |

iowagpa | Admissions data for an university |

jeter2004 | Hitting data for Derek Jeter |

laplace | Summarization of a posterior density by the Laplace method |

lbinorm | Logarithm of bivariate normal density |

logctablepost | Log posterior of difference and sum of logits in a 2x2 table |

logisticpost | Log posterior for a binary response model with a logistic... |

logpoissgamma | Log posterior with Poisson sampling and gamma prior |

logpoissnormal | Log posterior with Poisson sampling and normal prior |

marathontimes | Marathon running times |

mnormt.onesided | Bayesian test of one-sided hypothesis about a normal mean |

mnormt.twosided | Bayesian test of a two-sided hypothesis about a normal mean |

mycontour | Contour plot of a bivariate density function |

normal.normal.mix | Computes the posterior for normal sampling and a mixture of... |

normal.select | Selection of Normal Prior Given Knowledge of Two Quantiles |

normchi2post | Log posterior density for mean and variance for normal... |

normnormexch | Log posterior of mean and log standard deviation for... |

normpostpred | Posterior predictive simulation from Bayesian normal sampling... |

normpostsim | Simulation from Bayesian normal sampling model |

ordergibbs | Gibbs sampling for a hierarchical regression model |

pbetap | Predictive distribution for a binomial sample with a beta... |

pbetat | Bayesian test of a proportion |

pdisc | Posterior distribution for a proportion with discrete priors |

pdiscp | Predictive distribution for a binomial sample with a discrete... |

poissgamexch | Log posterior of Poisson/gamma exchangeable model |

poisson.gamma.mix | Computes the posterior for Poisson sampling and a mixture of... |

predplot | Plot of predictive distribution for binomial sampling with a... |

prior.two.parameters | Construct discrete uniform prior for two parameters |

puffin | Bird measurements from British islands |

rdirichlet | Random draws from a Dirichlet distribution |

reg.gprior.post | Computes the log posterior of a normal regression model with... |

regroup | Collapses a matrix by summing over rows |

rejectsampling | Rejecting sampling using a t proposal density |

rigamma | Random number generation for inverse gamma distribution |

rmnorm | Random number generation for multivariate normal |

rmt | Random number generation for multivariate t |

robustt | Gibbs sampling for a robust regression model |

rtruncated | Simulates from a truncated probability distribution |

rwmetrop | Random walk Metropolis algorithm of a posterior distribution |

schmidt | Batting data for Mike Schmidt |

simcontour | Simulated draws from a bivariate density function on a grid |

sir | Sampling importance resampling |

sluggerdata | Hitting statistics for ten great baseball players |

soccergoals | Goals scored by professional soccer team |

stanfordheart | Data from Stanford Heart Transplanation Program |

strikeout | Baseball strikeout data |

studentdata | Student dataset |

transplantpost | Log posterior of a Pareto model for survival data |

triplot | Plot of prior, likelihood and posterior for a proportion |

weibullregpost | Log posterior of a Weibull proportional odds model for... |

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