The influence of anxiety on exploration: A review of computational modeling studies

KP Chou, RC Wilson, R Smith - Neuroscience & Biobehavioral Reviews, 2024 - Elsevier
Exploratory behaviors can serve an adaptive role within novel or changing environments.
Namely, they facilitate information gain, allowing an organism to maintain accurate beliefs …

Humans use directed and random exploration to solve the explore–exploit dilemma.

RC Wilson, A Geana, JM White, EA Ludvig… - Journal of …, 2014 - psycnet.apa.org
All adaptive organisms face the fundamental tradeoff between pursuing a known reward
(exploitation) and sampling lesser-known options in search of something better …

Is pay for performance detrimental to innovation?

F Ederer, G Manso - Management Science, 2013 - pubsonline.informs.org
Previous research in economics shows that compensation based on the pay-for-
performance principle is effective in inducing higher levels of effort and productivity. On the …

Complexity and procedural choice

J Banovetz, R Oprea - American Economic Journal: Microeconomics, 2023 - aeaweb.org
We test the core ideas of the “automata” approach to bounded rationality, using simple
experimental bandit tasks. Optimality requires subjects to use a moderately complex …

Applying evolutionary models to the laboratory study of social learning

R McElreath, M Lubell, PJ Richerson, TM Waring… - Evolution and Human …, 2005 - Elsevier
Cultural evolution is driven, in part, by the strategies that individuals employ to acquire
behavior from others. These strategies themselves are partly products of natural selection …

A Bayesian analysis of human decision-making on bandit problems

M Steyvers, MD Lee, EJ Wagenmakers - Journal of mathematical …, 2009 - Elsevier
The bandit problem is a dynamic decision-making task that is simply described, well-suited
to controlled laboratory study, and representative of a broad class of real-world problems. In …

Experience-based discrimination

LP Lepage - American Economic Journal: Applied Economics, 2024 - aeaweb.org
I study discrimination arising from individual experiences of employers with worker groups. I
present a model in which employers are uncertain about the productivity of one of two …

Adaptive learning and risk taking.

J Denrell - Psychological review, 2007 - psycnet.apa.org
Humans and animals learn from experience by reducing the probability of sampling
alternatives with poor past outcomes. Using simulations, JG March (1996) illustrated how …

Customer loyalty and supplier quality competition

N Gans - Management Science, 2002 - pubsonline.informs.org
We develop a model of customer choice in response to random variation in quality. The
choice model yields closed-form expressions which reflect the effect of competing suppliers' …

Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting

S Zhang, AJ Yu - Advances in neural information …, 2013 - proceedings.neurips.cc
How humans achieve long-term goals in an uncertain environment, via repeated trials and
noisy observations, is an important problem in cognitive science. We investigate this …