hBayesDM: Hierarchical Bayesian Modeling of Decision-Making Tasks

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Fit an array of decision-making tasks with computational models in a hierarchical Bayesian framework. Can perform hierarchical Bayesian analysis of various computational models with a single line of coding.

Author
Woo-Young Ahn [aut, cre], Nate Haines [aut], Lei Zhang [aut]
Date of publication
2016-09-30 08:30:18
Maintainer
Woo-Young Ahn <ahn.280@osu.edu>
License
GPL-3
Version
0.2.3.1
URLs

View on CRAN

Man pages

bandit2arm_delta
Two-Arm Bandit Task
dd_cs
Delay Discounting Task
dd_exp
Delay Discounting Task
dd_hyperbolic
Delay Discounting Task
extract_ic
Extract Model Comparison Estimates
gng_m1
Orthogonalized Go/Nogo Task
gng_m2
Orthogonalized Go/Nogo Task
gng_m3
Orthogonalized Go/Nogo Task
gng_m4
Orthogonalized Go/Nogo Task
hBayesDM-package
Hierarchical Bayesian Modeling of Decision-Making Tasks
HDIofMCMC
Compute Highest-Density Interval
igt_pvl_decay
Iowa Gambling Task
igt_pvl_delta
Iowa Gambling Task (Ahn et al., 2008)
igt_vpp
Iowa Gambling Task
multiplot
Function to plot multiple figures
plotDist
Plots the histogram of MCMC samples.
plot.hBayesDM
General Purpose Plotting for hBayesDM. This function plots...
plotHDI
Plots highest density interval (HDI) from (MCMC) samples and...
plotInd
Plots individual posterior distributions, using the stan_plot...
printFit
Print model-fits (mean LOOIC and WAIC values) of hBayesDM...
prl_ewa
Probabilistic Reversal Learning Task
prl_fictitious
Probabilistic Reversal Learning Task
prl_rp
Probabilistic Reversal Learning Task
ra_noLA
Risk Aversion Task
ra_noRA
Risk Aversion Task
ra_prospect
Risk Aversion Task
ug_bayes
Norm-Training Ultimatum Game
ug_delta
Norm-Training Ultimatum Game

Files in this package

hBayesDM
hBayesDM/inst
hBayesDM/inst/NEWS
hBayesDM/inst/stan
hBayesDM/inst/stan/prl_fictitious.stan
hBayesDM/inst/stan/igt_pvl_decay.stan
hBayesDM/inst/stan/dd_hyperbolic.stan
hBayesDM/inst/stan/gng_m2_reg.stan
hBayesDM/inst/stan/gng_m1_reg.stan
hBayesDM/inst/stan/ug_delta.stan
hBayesDM/inst/stan/ug_bayes.stan
hBayesDM/inst/stan/ra_noRA.stan
hBayesDM/inst/stan/gng_m3_reg.stan
hBayesDM/inst/stan/prl_ewa.stan
hBayesDM/inst/stan/dd_cs.stan
hBayesDM/inst/stan/gng_m4_reg.stan
hBayesDM/inst/stan/bandit2arm_delta.stan
hBayesDM/inst/stan/igt_vpp.stan
hBayesDM/inst/stan/ra_noLA.stan
hBayesDM/inst/stan/gng_m4.stan
hBayesDM/inst/stan/igt_pvl_delta.stan
hBayesDM/inst/stan/ra_prospect.stan
hBayesDM/inst/stan/prl_rp.stan
hBayesDM/inst/stan/gng_m3.stan
hBayesDM/inst/stan/gng_m2.stan
hBayesDM/inst/stan/gng_m1.stan
hBayesDM/inst/stan/dd_exp.stan
hBayesDM/inst/extdata
hBayesDM/inst/extdata/ug_exampleData.txt
hBayesDM/inst/extdata/dd_exampleData.txt
hBayesDM/inst/extdata/probWeightAversive_exampleData.txt
hBayesDM/inst/extdata/gng_exampleData.txt
hBayesDM/inst/extdata/igt_exampleData.txt
hBayesDM/inst/extdata/prl_exampleData.txt
hBayesDM/inst/extdata/ug_exampleData_N7.txt
hBayesDM/inst/extdata/bandit2arm_exampleData.txt
hBayesDM/inst/extdata/ra_data_attend.txt
hBayesDM/inst/extdata/ra_exampleData.txt
hBayesDM/inst/extdata/ra_data_reappraisal.txt
hBayesDM/inst/extdata/gng_exampleData_m3.txt
hBayesDM/inst/plotting
hBayesDM/inst/plotting/plot_functions.R
hBayesDM/NAMESPACE
hBayesDM/R
hBayesDM/R/bandit2arm_delta.R
hBayesDM/R/ug_bayes.R
hBayesDM/R/dd_hyperbolic.R
hBayesDM/R/extract_ic.R
hBayesDM/R/ug_delta.R
hBayesDM/R/dd_exp.R
hBayesDM/R/hBayesDM.R
hBayesDM/R/gng_m4.R
hBayesDM/R/dd_cs.R
hBayesDM/R/ra_prospect.r
hBayesDM/R/igt_vpp.R
hBayesDM/R/ra_noLA.R
hBayesDM/R/gng_m1.R
hBayesDM/R/prl_rp.R
hBayesDM/R/plotHDI.R
hBayesDM/R/prl_fictitious.R
hBayesDM/R/plot.hBayesDM.R
hBayesDM/R/multiplot.R
hBayesDM/R/plotInd.R
hBayesDM/R/ra_noRA.R
hBayesDM/R/HDIofMCMC.R
hBayesDM/R/plotDist.R
hBayesDM/R/igt_pvl_decay.R
hBayesDM/R/gng_m3.R
hBayesDM/R/gng_m2.R
hBayesDM/R/igt_pvl_delta.R
hBayesDM/R/zzz.R
hBayesDM/R/prl_ewa.R
hBayesDM/R/printFit.R
hBayesDM/MD5
hBayesDM/DESCRIPTION
hBayesDM/man
hBayesDM/man/gng_m2.Rd
hBayesDM/man/bandit2arm_delta.Rd
hBayesDM/man/dd_hyperbolic.Rd
hBayesDM/man/ug_bayes.Rd
hBayesDM/man/HDIofMCMC.Rd
hBayesDM/man/igt_pvl_decay.Rd
hBayesDM/man/plot.hBayesDM.Rd
hBayesDM/man/prl_ewa.Rd
hBayesDM/man/printFit.Rd
hBayesDM/man/plotHDI.Rd
hBayesDM/man/dd_cs.Rd
hBayesDM/man/hBayesDM-package.Rd
hBayesDM/man/dd_exp.Rd
hBayesDM/man/prl_fictitious.Rd
hBayesDM/man/ra_noRA.Rd
hBayesDM/man/gng_m4.Rd
hBayesDM/man/igt_vpp.Rd
hBayesDM/man/gng_m3.Rd
hBayesDM/man/extract_ic.Rd
hBayesDM/man/multiplot.Rd
hBayesDM/man/igt_pvl_delta.Rd
hBayesDM/man/prl_rp.Rd
hBayesDM/man/ra_noLA.Rd
hBayesDM/man/ug_delta.Rd
hBayesDM/man/plotDist.Rd
hBayesDM/man/ra_prospect.Rd
hBayesDM/man/gng_m1.Rd
hBayesDM/man/plotInd.Rd