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ProbBayes, Version 1.1

Functions for Probability and Bayesian Modeling by Jim Albert and Monika Hu

This package inclues functions for communicating Bayesian thinking including Bayes rule for deciding among spinners, visualizations for Bayesian inference for one binomial proportion and for one normal mean, and basic MCMC functions

One can install ProbBayes by typing the following in the Console window:

library(remotes)

install_github("bayesball/ProbBayes")

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Install

install.packages('ProbBayes')

Monthly Downloads

387

Version

1.1

License

GPL (>= 2)

Issues

Pull Requests

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Repository

https://github.com/bayesball/ProbBayes

Maintainer

Jim Albert

Last Published

March 6th, 2020

Functions in ProbBayes (1.1)

GradSchoolAdmission

Graduate School Admission

ProfessorSalary

Professor Salary Study

Arm span and height measurements

animation_ratings

Displays a Quantile of a Beta Curve

Scores on Achievement Exam

Computes Posterior Probabilities for Discrete Models

Displays Areas Under a Beta Curve

DeathHeartAttackDataNYCfull

Risk-adjusted mortality outcomes for all NYC hospitals

Electricity Bills

Personality and Volunteering

Gibbs sampling of the normal sampling posterior

House price data

Career Trajectory Data for Baseball Players

Hypergeometric sampling density

JAGS Script for Common Models

Korean Drama Ratings

Trend Estimates of Bird Populations

Text Statistics for Books

Buffalo snowfall data

football_field_goals

Football Field Goals Dataset

Expeditures of U.S. Households

Updates a Normal Prior with Normal Data

Implements Bayes' rule for a spinner problem

Computes likelihoods for spinner outcomes

Gibbs sampling of the beta-binomial distribution

prior_post_plot

Graphs prior and posterior probabilities

Gibbs sampling of a bivariate discrete distribution

Constructs a graph of a probability distribution

Testing prior for two proportions

federalist_word_study

Frequency use of words for Federalist Papers

Metropolis sampling of a discrete distribution

Posterior updating of two proportions

two_p_summarize

Summaries of a probability matrix

HWhours5schools

Homework Hours for Five Schools

olympic_butterfly

Winning Times in the 100 Meter Butterfly Race

Bar plot of numeric or character data

Baseball Win-Loss Records

Frequency use of "can" for Federalist Papers

Simulate random data from a beta curve

beta_prior_post

Plot of Two Beta Curves

Probability Interval for a Beta Curve

Draw a Beta Curve

Mike Trout Statcast Data

many_normal_plots

Graph of several normal curves

Plot of Distribution of Two Proportions

Increases font size of text

Centers title in a ggplot2 graphic

LaborParticipation

U.S. Women Labor Participation

Batting Statistics for 2018 Season

Metropolis sampling of a continuous distribution

Frequency use of "can" for Federalist Papers

Nutritional data for McDonalds Sandwiches

normal_interval

Probability Interval for a Normal Curve

Display probability distribution for a spinner

normal_quantile

Displays a Quantile of a Normal Curve

Constructs a spinner

many_spinner_plots

Graphs a collection of spinners

federer_time_to_serve

Times to Serve for Roger Federer

Basketball Shooting Data for Point Guards

spinner_likelihoods

Computes likelihood matrix for many spinners

Simulate random data from a spinner

Fire Calls for Zip Code Areas

Movies Sales Data

Draws a Normal Curve

two_players_time_to_serve

Times to Serve for Two Tennis Players

Displays Area Under a Normal Curve

marriage_counts

Annual Marriage Counts in Italy

Prices of One Carat Diamonds

Website tracking data

Prices of 0.99 Carat Diamonds

Tennis Times to Serve

DeathHeartAttackManhattan

Risk-adjusted mortality outcomes for Manhattan hospitals

Shiny App to Choose a Beta Curve

ComputerPriceSample

Personal Computer Data