Package: ProbBayes 1.1

ProbBayes: Probability and Bayesian Modeling

Functions and datasets to accompany J. Albert and J. Hu, "Probability and Bayesian Modeling", CRC Press, (2019, ISBN: 1138492566).

Authors:Jim Albert <[email protected]>

ProbBayes_1.1.tar.gz
ProbBayes_1.1.zip(r-4.5)ProbBayes_1.1.zip(r-4.4)ProbBayes_1.1.zip(r-4.3)
ProbBayes_1.1.tgz(r-4.4-any)ProbBayes_1.1.tgz(r-4.3-any)
ProbBayes_1.1.tar.gz(r-4.5-noble)ProbBayes_1.1.tar.gz(r-4.4-noble)
ProbBayes_1.1.tgz(r-4.4-emscripten)ProbBayes_1.1.tgz(r-4.3-emscripten)
ProbBayes.pdf |ProbBayes.html✨
ProbBayes/json (API)

# Install 'ProbBayes' in R:

install.packages('ProbBayes', repos = c('https://bayesball.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/bayesball/probbayes/issues

Datasets:

BBS_survey - Trend Estimates of Bird Populations
CEsample - Expeditures of U.S. Households
ComputerPriceSample - Personal Computer Data
Cowles - Personality and Volunteering
DeathHeartAttackDataNYCfull - Risk-adjusted mortality outcomes for all NYC hospitals
DeathHeartAttackManhattan - Risk-adjusted mortality outcomes for Manhattan hospitals
GradSchoolAdmission - Graduate School Admission
HWhours5schools - Homework Hours for Five Schools
Hamilton_can - Frequency use of "can" for Federalist Papers
KDramaData - Korean Drama Ratings
LaborParticipation - U.S. Women Labor Participation
Madison_can - Frequency use of "can" for Federalist Papers
ProfessorSalary - Professor Salary Study
ScoreData - Scores on Achievement Exam
animation_ratings - Movie Ratings
arm_height - Arm span and height measurements
batting_2018 - Batting Statistics for 2018 Season
book_stats - Text Statistics for Books
buffalo_jan - Buffalo snowfall data
career_1978 - Career Trajectory Data for Baseball Players
electricbills - Electricity Bills
federalist_word_study - Frequency use of words for Federalist Papers
federer_time_to_serve - Times to Serve for Roger Federer
fire_calls - Fire Calls for Zip Code Areas
football_field_goals - Football Field Goals Dataset
gas2017 - Gas bill data
house_prices - House price data
marriage_counts - Annual Marriage Counts in Italy
mcdonalds - Nutritional data for McDonalds Sandwiches
movies2017 - Movies Sales Data
nba_guards - Basketball Shooting Data for Point Guards
olympic_butterfly - Winning Times in the 100 Meter Butterfly Race
pt100price - Prices of One Carat Diamonds
pt99price - Prices of 0.99 Carat Diamonds
pythag2018 - Baseball Win-Loss Records
sleeping_times - Sleeping Times
taxi_fares - Taxi Fares
tennis_serve - Tennis Times to Serve
trout20 - Mike Trout Statcast Data
two_players_time_to_serve - Times to Serve for Two Tennis Players
web_visits - Website tracking data

On CRAN:

4.30 score 5 stars 80 scripts 159 downloads 37 exports 54 dependencies

Last updated 4 years agofrom:805e62209f. Checks:OK: 7. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Nov 03 2024
R-4.5-win	OK	Nov 03 2024
R-4.5-linux	OK	Nov 03 2024
R-4.4-win	OK	Nov 03 2024
R-4.4-mac	OK	Nov 03 2024
R-4.3-win	OK	Nov 03 2024
R-4.3-mac	OK	Nov 03 2024

Exports:bar_plot bayesian_crank beta_area beta_data beta_draw beta_interval beta_prior_post beta_quantile centertitle ChooseBeta draw_two_p dsampling dspinner gibbs_betabin gibbs_discrete gibbs_normal increasefont JAGS_script many_normal_plots many_spinner_plots metropolis normal_area normal_draw normal_interval normal_quantile normal_update prior_post_plot prob_plot random_walk spinner_bayes spinner_data spinner_likelihoods spinner_plot spinner_probs testing_prior two_p_summarize two_p_update

Dependencies:base64enc bslib cachem cli coda colorspace commonmark crayon digest fansi farver fastmap fontawesome fs ggplot2 glue gridExtra gtable htmltools httpuv isoband jquerylib jsonlite labeling later lattice LearnBayes lifecycle magrittr MASS Matrix memoise mgcv mime munsell nlme pillar pkgconfig promises R6 rappdirs RColorBrewer Rcpp rlang sass scales shiny sourcetools tibble utf8 vctrs viridisLite withr xtable

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Movie Ratings	animation_ratings
Arm span and height measurements	arm_height
Bar plot of numeric or character data	bar_plot
Batting Statistics for 2018 Season	batting_2018
Computes Posterior Probabilities for Discrete Models	bayesian_crank
Trend Estimates of Bird Populations	BBS_survey
Displays Areas Under a Beta Curve	beta_area
Simulate random data from a beta curve	beta_data
Draw a Beta Curve	beta_draw
Probability Interval for a Beta Curve	beta_interval
Plot of Two Beta Curves	beta_prior_post
Displays a Quantile of a Beta Curve	beta_quantile
Text Statistics for Books	book_stats
Buffalo snowfall data	buffalo_jan
Career Trajectory Data for Baseball Players	career_1978
Centers title in a ggplot2 graphic	centertitle
Expeditures of U.S. Households	CEsample
Shiny App to Choose a Beta Curve	ChooseBeta
Personal Computer Data	ComputerPriceSample
Personality and Volunteering	Cowles
Risk-adjusted mortality outcomes for all NYC hospitals	DeathHeartAttackDataNYCfull
Risk-adjusted mortality outcomes for Manhattan hospitals	DeathHeartAttackManhattan
Plot of Distribution of Two Proportions	draw_two_p
Hypergeometric sampling density	dsampling
Computes likelihoods for spinner outcomes	dspinner
Electricity Bills	electricbills
Frequency use of words for Federalist Papers	federalist_word_study
Times to Serve for Roger Federer	federer_time_to_serve
Fire Calls for Zip Code Areas	fire_calls
Football Field Goals Dataset	football_field_goals
Gas bill data	gas2017
Gibbs sampling of the beta-binomial distribution	gibbs_betabin
Gibbs sampling of a bivariate discrete distribution	gibbs_discrete
Gibbs sampling of the normal sampling posterior	gibbs_normal
Graduate School Admission	GradSchoolAdmission
Frequency use of "can" for Federalist Papers	Hamilton_can
House price data	house_prices
Homework Hours for Five Schools	HWhours5schools
Increases font size of text	increasefont
JAGS Script for Common Models	JAGS_script
Korean Drama Ratings	KDramaData
U.S. Women Labor Participation	LaborParticipation
Frequency use of "can" for Federalist Papers	Madison_can
Graph of several normal curves	many_normal_plots
Graphs a collection of spinners	many_spinner_plots
Annual Marriage Counts in Italy	marriage_counts
Nutritional data for McDonalds Sandwiches	mcdonalds
Metropolis sampling of a continuous distribution	metropolis
Movies Sales Data	movies2017
Basketball Shooting Data for Point Guards	nba_guards
Displays Area Under a Normal Curve	normal_area
Draws a Normal Curve	normal_draw
Probability Interval for a Normal Curve	normal_interval
Displays a Quantile of a Normal Curve	normal_quantile
Updates a Normal Prior with Normal Data	normal_update
Winning Times in the 100 Meter Butterfly Race	olympic_butterfly
Graphs prior and posterior probabilities	prior_post_plot
Constructs a graph of a probability distribution	prob_plot
Professor Salary Study	ProfessorSalary
Prices of One Carat Diamonds	pt100price
Prices of 0.99 Carat Diamonds	pt99price
Baseball Win-Loss Records	pythag2018
Metropolis sampling of a discrete distribution	random_walk
Scores on Achievement Exam	ScoreData
Sleeping Times	sleeping_times
Implements Bayes' rule for a spinner problem	spinner_bayes
Simulate random data from a spinner	spinner_data
Computes likelihood matrix for many spinners	spinner_likelihoods
Constructs a spinner	spinner_plot
Display probability distribution for a spinner	spinner_probs
Taxi Fares	taxi_fares
Tennis Times to Serve	tennis_serve
Testing prior for two proportions	testing_prior
Mike Trout Statcast Data	trout20
Summaries of a probability matrix	two_p_summarize
Posterior updating of two proportions	two_p_update
Times to Serve for Two Tennis Players	two_players_time_to_serve
Website tracking data	web_visits