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Drawing conclusions from choice response time models: A tutorial using the linear ballistic accumulator

Citation

Donkin, C and Brown, S and Heathcote, A, Drawing conclusions from choice response time models: A tutorial using the linear ballistic accumulator, Journal of Mathematical Psychology, 55 pp. 140-151. ISSN 0022-2496 (2011) [Refereed Article]

Copyright Statement

2010 Elsevier Inc.

DOI: doi:10.1016/j.jmp.2010.10.001

Abstract

Cognitive models of choice and response times can lead to deeper insights into the processes underlying decisions than standard analyses of accuracy and response time data. The application of these models, however, has historically been reserved for the authors of the models, and their associates. Recently, choice response time models have become more accessible through the release of user-friendly software for estimating their parameters. The aim of this tutorial is to provide guidance about the process of using these parameter estimates and associated model fits to make conclusions about experimental data. We use an application of one response time model, the linear ballistic accumulator, as an example to demonstrate the steps required to select an appropriate parametric characterization of a data set. We also discuss how to evaluate the quality of the agreement between model and data, including guidelines for presenting model predictions for group-level data.

Item Details

Item Type:Refereed Article
Research Division:Psychology and Cognitive Sciences
Research Group:Cognitive Sciences
Research Field:Decision Making
Objective Division:Expanding Knowledge
Objective Group:Expanding Knowledge
Objective Field:Expanding Knowledge in Psychology and Cognitive Sciences
Author:Heathcote, A (Professor Andrew Heathcote)
ID Code:98901
Year Published:2011
Web of Science® Times Cited:41
Deposited By:Medicine (Discipline)
Deposited On:2015-03-06
Last Modified:2017-10-30
Downloads:0

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