Literature DB >> 24297620

Modeling simple driving tasks with a one-boundary diffusion model.

Roger Ratcliff1, David Strayer.   

Abstract

A one-boundary diffusion model was applied to the data from two experiments in which subjects were performing a simple simulated driving task. In the first experiment, the same subjects were tested on two driving tasks using a PC-based driving simulator and the psychomotor vigilance test. The diffusion model fit the response time distributions for each task and individual subject well. Model parameters were found to correlate across tasks, which suggests that common component processes were being tapped in the three tasks. The model was also fit to a distracted driving experiment of Cooper and Strayer (Human Factors, 50, 893-902, 2008). Results showed that distraction altered performance by affecting the rate of evidence accumulation (drift rate) and/or increasing the boundary settings. This provides an interpretation of cognitive distraction whereby conversing on a cell phone diverts attention from the normal accumulation of information in the driving environment.

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Year:  2014        PMID: 24297620      PMCID: PMC4032619          DOI: 10.3758/s13423-013-0541-x

Source DB:  PubMed          Journal:  Psychon Bull Rev        ISSN: 1069-9384


  34 in total

1.  Driven to distraction: dual-Task studies of simulated driving and conversing on a cellular telephone.

Authors:  D L Strayer; W A Johnston
Journal:  Psychol Sci       Date:  2001-11

2.  Cell phone-induced failures of visual attention during simulated driving.

Authors:  David L Strayer; Frank A Drews; William A Johnston
Journal:  J Exp Psychol Appl       Date:  2003-03

3.  Estimating parameters of the diffusion model: approaches to dealing with contaminant reaction times and parameter variability.

Authors:  Roger Ratcliff; Francis Tuerlinckx
Journal:  Psychon Bull Rev       Date:  2002-09

Review 4.  Psychology and neurobiology of simple decisions.

Authors:  Philip L Smith; Roger Ratcliff
Journal:  Trends Neurosci       Date:  2004-03       Impact factor: 13.837

5.  A comparison of the cell phone driver and the drunk driver.

Authors:  David L Strayer; Frank A Drews; Dennis J Crouch
Journal:  Hum Factors       Date:  2006       Impact factor: 2.888

6.  A recurrent network mechanism of time integration in perceptual decisions.

Authors:  Kong-Fatt Wong; Xiao-Jing Wang
Journal:  J Neurosci       Date:  2006-01-25       Impact factor: 6.167

Review 7.  The diffusion decision model: theory and data for two-choice decision tasks.

Authors:  Roger Ratcliff; Gail McKoon
Journal:  Neural Comput       Date:  2008-04       Impact factor: 2.026

8.  Using diffusion models to understand clinical disorders.

Authors:  Corey N White; Roger Ratcliff; Michael W Vasey; Gail McKoon
Journal:  J Math Psychol       Date:  2010-02-01       Impact factor: 2.223

9.  Evidence from auditory simple reaction times for both change and level detectors.

Authors:  S L Burbeck; R D Luce
Journal:  Percept Psychophys       Date:  1982-08

10.  Human performance models and rear-end collision avoidance algorithms.

Authors:  T L Brown; J D Lee; D V McGehee
Journal:  Hum Factors       Date:  2001       Impact factor: 2.888

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  8 in total

Review 1.  Computational cognitive modeling of the temporal dynamics of fatigue from sleep loss.

Authors:  Matthew M Walsh; Glenn Gunzelmann; Hans P A Van Dongen
Journal:  Psychon Bull Rev       Date:  2017-12

2.  Modeling one-choice and two-choice driving tasks.

Authors:  Roger Ratcliff
Journal:  Atten Percept Psychophys       Date:  2015-08       Impact factor: 2.199

3.  Comparing fixed and collapsing boundary versions of the diffusion model.

Authors:  Chelsea Voskuilen; Roger Ratcliff; Philip L Smith
Journal:  J Math Psychol       Date:  2016-05-24       Impact factor: 2.223

4.  Accumulation of continuously time-varying sensory evidence constrains neural and behavioral responses in human collision threat detection.

Authors:  Gustav Markkula; Zeynep Uludağ; Richard McGilchrist Wilkie; Jac Billington
Journal:  PLoS Comput Biol       Date:  2021-07-15       Impact factor: 4.475

5.  Modeling across-trial variability in the Wald drift rate parameter.

Authors:  Helen Steingroever; Dominik Wabersich; Eric-Jan Wagenmakers
Journal:  Behav Res Methods       Date:  2021-06

6.  A Novel Classification Method for a Driver's Cognitive Stress Level by Transferring Interbeat Intervals of the ECG Signal to Pictures.

Authors:  Jing Huang; Xiong Luo; Xiaoyan Peng
Journal:  Sensors (Basel)       Date:  2020-02-29       Impact factor: 3.576

Review 7.  Talking on the Phone While Driving: A Literature Review on Driving Simulator Studies.

Authors:  Răzvan Gabriel Boboc; Gheorghe Daniel Voinea; Ioana-Diana Buzdugan; Csaba Antonya
Journal:  Int J Environ Res Public Health       Date:  2022-08-24       Impact factor: 4.614

8.  Cognitive Control of Working Memory: A Model-Based Approach.

Authors:  Russell J Boag; Niek Stevenson; Roel van Dooren; Anne C Trutti; Zsuzsika Sjoerds; Birte U Forstmann
Journal:  Brain Sci       Date:  2021-05-28
  8 in total

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