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Lessons for artificial intelligence from the study of natural stupidity
AS Rich, TM Gureckis - Nature Machine Intelligence, 2019 - nature.com
Artificial intelligence and machine learning systems are increasingly replacing human
decision makers in commercial, healthcare, educational and government contexts. But …
decision makers in commercial, healthcare, educational and government contexts. But …
Dynamic decision making: Learning processes and new research directions
C Gonzalez, P Fakhari, J Busemeyer - Human factors, 2017 - journals.sagepub.com
Objective: The aim of this manuscript is to provide a review of contemporary research and
applications on dynamic decision making (DDM). Background: Since early DDM studies …
applications on dynamic decision making (DDM). Background: Since early DDM studies …
With age comes wisdom: Decision making in younger and older adults
In two experiments, younger and older adults performed decision-making tasks in which
reward values available were either independent of or dependent on the previous sequence …
reward values available were either independent of or dependent on the previous sequence …
Loss-aversion or loss-attention: The impact of losses on cognitive performance
Losses were found to improve cognitive performance, and this has been commonly
explained by increased weighting of losses compared to gains (ie, loss aversion). We …
explained by increased weighting of losses compared to gains (ie, loss aversion). We …
Heterogeneity of strategy use in the Iowa gambling task: A comparison of win-stay/lose-shift and reinforcement learning models
The Iowa gambling task (IGT) has been used in numerous studies, often to examine
decision-making performance in different clinical populations. Reinforcement learning (RL) …
decision-making performance in different clinical populations. Reinforcement learning (RL) …
Melioration as rational choice: sequential decision making in uncertain environments.
Melioration—defined as choosing a lesser, local gain over a greater longer term gain—is a
behavioral tendency that people and pigeons share. As such, the empirical occurrence of …
behavioral tendency that people and pigeons share. As such, the empirical occurrence of …
Connecting cognition and consumer choice
DM Bartels, EJ Johnson - Cognition, 2015 - Elsevier
We describe what can be gained from connecting cognition and consumer choice by
discussing two contexts ripe for interaction between the two fields. The first—context effects …
discussing two contexts ripe for interaction between the two fields. The first—context effects …
Decomposing the roles of perseveration and expected value representation in models of the Iowa gambling task
Models of human behavior in the Iowa Gambling Task (IGT) have played a pivotal role in
accounting for behavioral differences during decision-making. One critical difference …
accounting for behavioral differences during decision-making. One critical difference …
Acute stress enhances tolerance of uncertainty during decision-making
KA Byrne, C Peters, HC Willis, D Phan, A Cornwall… - Cognition, 2020 - Elsevier
Acute stress has been shown to influence reward sensitivity, feedback learning, and risk-
taking during decision-making, primarily through activation of the hypothalamic pituitary axis …
taking during decision-making, primarily through activation of the hypothalamic pituitary axis …
Finding structure in multi-armed bandits
How do humans search for rewards? This question is commonly studied using multi-armed
bandit tasks, which require participants to trade off exploration and exploitation. Standard …
bandit tasks, which require participants to trade off exploration and exploitation. Standard …