On second thoughts: changes of mind in decision-making

C Stone, JB Mattingley, D Rangelov - Trends in Cognitive Sciences, 2022 - cell.com
The ability to change initial decisions in the face of new or potentially conflicting information
is fundamental to adaptive behavior. From perceptual tasks to multiple-choice tests …

Monitoring, control and repair in word production

N Nozari - Nature Reviews Psychology, 2025 - nature.com
Word production is the process of turning a thought into motor movements that produce a
spoken word. This process has traditionally been studied using two approaches—the …

Dynamic models of choice

A Heathcote, YS Lin, A Reynolds, L Strickland… - Behavior research …, 2019 - Springer
Parameter estimation in evidence-accumulation models of choice response times is
demanding of both the data and the user. We outline how to fit evidence-accumulation …

Fixation patterns in simple choice reflect optimal information sampling

F Callaway, A Rangel, TL Griffiths - PLoS computational biology, 2021 - journals.plos.org
Simple choices (eg, eating an apple vs. an orange) are made by integrating noisy evidence
that is sampled over time and influenced by visual attention; as a result, fluctuations in visual …

An attentional drift diffusion model over binary-attribute choice

G Fisher - Cognition, 2017 - Elsevier
In order to make good decisions, individuals need to identify and properly integrate
information about various attributes associated with a choice. Since choices are often …

Dissociable mechanisms govern when and how strongly reward attributes affect decisions

SU Maier, A Raja Beharelle, R Polanía… - Nature Human …, 2020 - nature.com
Theories and computational models of decision-making usually focus on how strongly
different attributes are weighted in choice, for example, as a function of their importance or …

Response-time data provide critical constraints on dynamic models of multi-alternative, multi-attribute choice

NJ Evans, WR Holmes, JS Trueblood - Psychonomic Bulletin & Review, 2019 - Springer
Understanding the cognitive processes involved in multi-alternative, multi-attribute choice is
of interest to a wide range of fields including psychology, neuroscience, and economics …

Modeling evidence accumulation decision processes using integral equations: Urgency-gating and collapsing boundaries.

PL Smith, R Ratcliff - Psychological review, 2022 - psycnet.apa.org
Diffusion models of evidence accumulation have successfully accounted for the distributions
of response times and choice probabilities from many experimental tasks, but recently their …

A practical guide to the Probability Density Approximation (PDA) with improved implementation and error characterization

WR Holmes - Journal of Mathematical Psychology, 2015 - Elsevier
A critical task in modeling is to determine how well the theoretical assumptions encoded in a
model account for observations. Bayesian methods are an ideal framework for doing just …

Urgency, leakage, and the relative nature of information processing in decision-making.

JS Trueblood, A Heathcote, NJ Evans… - Psychological …, 2021 - psycnet.apa.org
Over the last decade, there has been a robust debate in decision neuroscience and
psychology about what mechanism governs the time course of decision-making. Historically …