Accounting for attention in sequential sampling models of decision making

I Krajbich - Current opinion in psychology, 2019 - Elsevier
When making decisions, people tend to shift their attention back and forth between stimuli,
choosing options that they look at more overall and immediately before their responses …

Humans primarily use model-based inference in the two-stage task

C Feher da Silva, TA Hare - Nature Human Behaviour, 2020 - nature.com
Distinct model-free and model-based learning processes are thought to drive both typical
and dysfunctional behaviours. Data from two-stage decision tasks have seemingly shown …

Gaze amplifies value in decision making

SM Smith, I Krajbich - Psychological science, 2019 - journals.sagepub.com
When making decisions, people tend to choose the option they have looked at more. An
unanswered question is how attention influences the choice process: whether it amplifies …

Amount and time exert independent influences on intertemporal choice

DR Amasino, NJ Sullivan, RE Kranton… - Nature human …, 2019 - nature.com
Intertemporal choices involve trade-offs between the value of rewards and the delay before
those rewards are experienced. Canonical intertemporal choice models such as hyperbolic …

A dynamic computational model of gaze and choice in multi-attribute decisions.

X Yang, I Krajbich - Psychological Review, 2023 - psycnet.apa.org
When making decisions, how people allocate their attention influences their choices. One
empirical finding is that people are more likely to choose the option that they have looked at …

Revealed strength of preference: Inference from response times

A Konovalov, I Krajbich - Judgment and Decision making, 2019 - cambridge.org
Revealed preference is the dominant approach for inferring preferences, but it is limited in
that it relies solely on discrete choice data. When a person chooses one alternative over …

Modelling stock markets by multi-agent reinforcement learning

J Lussange, I Lazarevich, S Bourgeois-Gironde… - Computational …, 2021 - Springer
Quantitative finance has had a long tradition of a bottom-up approach to complex systems
inference via multi-agent systems (MAS). These statistical tools are based on modelling …

[HTML][HTML] Value-based attentional capture affects multi-alternative decision making

S Gluth, MS Spektor, J Rieskamp - Elife, 2018 - elifesciences.org
Humans and other animals often violate economic principles when choosing between
multiple alternatives, but the underlying neurocognitive mechanisms remain elusive. A …

High-value decisions are fast and accurate, inconsistent with diminishing value sensitivity

BRK Shevlin, SM Smith, J Hausfeld… - Proceedings of the …, 2022 - National Acad Sciences
It is a widely held belief that people's choices are less sensitive to changes in value as value
increases. For example, the subjective difference between 11and 12 is believed to be …

Attention and choice across domains.

SM Smith, I Krajbich - Journal of Experimental Psychology: General, 2018 - psycnet.apa.org
When people are faced with a decision, they tend to choose the option that draws their
attention. In recent years, correlations between attention and choice have been documented …