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The influence of anxiety on exploration: A review of computational modeling studies
Exploratory behaviors can serve an adaptive role within novel or changing environments.
Namely, they facilitate information gain, allowing an organism to maintain accurate beliefs …
Namely, they facilitate information gain, allowing an organism to maintain accurate beliefs …
Humans use directed and random exploration to solve the explore–exploit dilemma.
All adaptive organisms face the fundamental tradeoff between pursuing a known reward
(exploitation) and sampling lesser-known options in search of something better …
(exploitation) and sampling lesser-known options in search of something better …
Is pay for performance detrimental to innovation?
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 …
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 …
experimental bandit tasks. Optimality requires subjects to use a moderately complex …
Applying evolutionary models to the laboratory study of social learning
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 …
behavior from others. These strategies themselves are partly products of natural selection …
A Bayesian analysis of human decision-making on bandit problems
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 …
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 …
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 …
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' …
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
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 …
noisy observations, is an important problem in cognitive science. We investigate this …