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Subjective Scales Data

Unimodal Distributions

Multiprocess Models

Decision Making Data (Choice and RT)

RT-only Models

rcogmod_lognormal() dcogmod_lognormal() pcogmod_lognormal() cogmod_lognormal() cogmod_lognormal_lpdf_expose() cogmod_lognormal_stanvars() log_lik_cogmod_lognormal() posterior_predict_cogmod_lognormal() posterior_epred_cogmod_lognormal()
Shifted LogNormal Model
rcogmod_logstudent() dcogmod_logstudent() pcogmod_logstudent() cogmod_logstudent() cogmod_logstudent_lpdf_expose() cogmod_logstudent_stanvars() log_lik_cogmod_logstudent() posterior_predict_cogmod_logstudent() posterior_epred_cogmod_logstudent()
Shifted Log-Student-t Model
rcogmod_loggamma() dcogmod_loggamma() cogmod_loggamma() cogmod_loggamma_lpdf_expose() cogmod_loggamma_stanvars() log_lik_cogmod_loggamma() posterior_predict_cogmod_loggamma() posterior_epred_cogmod_loggamma()
Shifted Log-Gamma (Generalized Gamma) Model
rcogmod_invgaussian() dcogmod_invgaussian() pcogmod_invgaussian() cogmod_invgaussian() cogmod_invgaussian_lpdf_expose() cogmod_invgaussian_stanvars() log_lik_cogmod_invgaussian() posterior_predict_cogmod_invgaussian() posterior_epred_cogmod_invgaussian()
Shifted Wald Model (Inverse Gaussian)
rcogmod_exwald() dcogmod_exwald() cogmod_exwald() cogmod_exwald_lpdf_expose() cogmod_exwald_stanvars() log_lik_cogmod_exwald() posterior_predict_cogmod_exwald() posterior_epred_cogmod_exwald()
Shifted Ex-Wald Model
rcogmod_bisa() dcogmod_bisa() pcogmod_bisa() cogmod_bisa() cogmod_bisa_lpdf_expose() cogmod_bisa_stanvars() log_lik_cogmod_bisa() posterior_predict_cogmod_bisa() posterior_epred_cogmod_bisa()
Shifted Birnbaum-Saunders (Fatigue Life) Model
rcogmod_gamma() dcogmod_gamma() pcogmod_gamma() cogmod_gamma() cogmod_gamma_lpdf_expose() cogmod_gamma_stanvars() log_lik_cogmod_gamma() posterior_predict_cogmod_gamma() posterior_epred_cogmod_gamma()
Shifted Gamma Model
rcogmod_invgamma() dcogmod_invgamma() pcogmod_invgamma() cogmod_invgamma() cogmod_invgamma_lpdf_expose() cogmod_invgamma_stanvars() log_lik_cogmod_invgamma() posterior_predict_cogmod_invgamma() posterior_epred_cogmod_invgamma()
Shifted Inverse Gamma Model
rcogmod_weibull() dcogmod_weibull() pcogmod_weibull() cogmod_weibull() cogmod_weibull_lpdf_expose() cogmod_weibull_stanvars() log_lik_cogmod_weibull() posterior_predict_cogmod_weibull() posterior_epred_cogmod_weibull()
Shifted Weibull Model
rcogmod_logweibull() dcogmod_logweibull() pcogmod_logweibull() cogmod_logweibull() cogmod_logweibull_lpdf_expose() cogmod_logweibull_stanvars() log_lik_cogmod_logweibull() posterior_predict_cogmod_logweibull() posterior_epred_cogmod_logweibull()
Shifted Log-Weibull Model
rcogmod_invweibull() dcogmod_invweibull() pcogmod_invweibull() cogmod_invweibull() cogmod_invweibull_lpdf_expose() cogmod_invweibull_stanvars() log_lik_cogmod_invweibull() posterior_predict_cogmod_invweibull() posterior_epred_cogmod_invweibull()
Shifted Inverse Weibull Model
rcogmod_exgaussian() dcogmod_exgaussian() pcogmod_exgaussian() cogmod_exgaussian() cogmod_exgaussian_lpdf_expose() cogmod_exgaussian_stanvars() log_lik_cogmod_exgaussian() posterior_predict_cogmod_exgaussian() posterior_epred_cogmod_exgaussian()
Ex-Gaussian Model (Classical Parameterization)
rcogmod_geg() dcogmod_geg() pcogmod_geg() cogmod_geg() cogmod_geg_lpdf_expose() cogmod_geg_stanvars() log_lik_cogmod_geg() posterior_predict_cogmod_geg() posterior_epred_cogmod_geg()
Generalised Ex-Gaussian (GEG) Distribution
rcogmod_lba1() dcogmod_lba1() cogmod_lba1() cogmod_lba1_lpdf_expose() cogmod_lba1_stanvars() log_lik_cogmod_lba1() posterior_predict_cogmod_lba1() posterior_epred_cogmod_lba1()
Shifted Single-Accumulator LBA Model

Other

cogmod_priors()
Priors that make a cogmod posterior proper
cogmod_inits()
Starting values that keep the sampler out of the flat regions
cogmod_stanvars()
The Stan code a cogmod family needs, read off the model
p_outlier()
Per-trial outlier probabilities
with_outliers() without_outliers()
Include or exclude the outlier component in predictions
badlm
Simulated Data Where Linear Models Fail