Estimating across-trial variability parameters of the diffusion decision model: expert advice and recommendations

DOI10.1016/j.jmp.2018.09.004zbMath1416.62647OpenAlexW2809093444WikidataQ60107426 ScholiaQ60107426MaRDI QIDQ1736012

Xianqiang Yang

Publication date: 29 March 2019

Published in: Journal of Mathematical Psychology (Search for Journal in Brave)

Full work available at URL: https://lirias.kuleuven.be/handle/123456789/630151

zbMATH Keywords

parameter estimationacross-trial variability parametersdiffusion decision model

Mathematics Subject Classification ID

Point estimation (62F10) Empirical decision procedures; empirical Bayes procedures (62C12) Applications of statistics to psychology (62P15)

Related Items (1)

Attention as a source of variability in decision-making: accounting for overall-value effects with diffusion models

Uses Software

• R
• CODA
• PORT
• JAGS
• Fast-dm
• Stan
• BayesDA
• MPTinR
• LaplacesDemon
• optimx
• rtdists
• HDDM
• ggdmc
• DMC

Cites Work

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• Modeling perceptual discrimination in dynamic noise: time-changed diffusion and release from inhibition
• A fast numerical algorithm for the estimation of diffusion model parameters
• The accumulator model of two-choice discrimination
• Tutorial on maximum likelihood estimation
• Slice sampling. (With discussions and rejoinder)
• Inference from iterative simulation using multiple sequences
• On the efficiency of neurally-informed cognitive models to identify latent cognitive states
• A nondegenerate penalized likelihood estimator for variance parameters in multilevel models
• A cognitive latent variable model for the simultaneous analysis of behavioral and personality data
• Model Selection and Multimodel Inference
• The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks
• A model for the bus system in Cuernavaca (Mexico)
• A Simplex Method for Function Minimization
• Prior distributions for variance parameters in hierarchical models (Comment on article by Browne and Draper)

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