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Uncertainty in learning, choice, and visual fixation
16 references·5 citing·43 second hop
Uncertainty in learning, choice, and visual fixation (2020)Uncertainty in learning, choice, and visu…It’s new, but is it good? How generalization and uncertainty guide the exploration of novel options. (2020)It’s new, but is it good? How…Confidence modulates exploration and exploitation in value-based learning (2019)Confidence modulates explorat…Post choice information integration as a causal determinant of confidence: Novel data and a computational account (2015)Post choice information integ…Humans use directed and random exploration to solve the explore–exploit dilemma. (2014)Humans use directed and rando…Eye tracking and pupillometry are indicators of dissociable latent decision processes. (2014)Eye tracking and pupillometry…Attention and choice: A review on eye movements in decision making (2013)Attention and choice: A revie…The Nature of Belief-Directed Exploratory Choice in Human Decision-Making (2012)The Nature of Belief-Directed…Risk, Unexpected Uncertainty, and Estimation Uncertainty: Bayesian Learning in Unstable Settings (2011)Risk, Unexpected Uncertainty,…Multi‐Armed Bandit Allocation Indices (2011)Multi‐Armed Bandit Allocation…Deconstructing risk: Separable encoding of variance and skewness in the brain (2011)Deconstructing risk: Separabl…Visual fixations and the computation and comparison of value in simple choice (2010)Visual fixations and the comp…An Approximately Bayesian Delta-Rule Model Explains the Dynamics of Belief Updating in a Changing Environment (2010)An Approximately Bayesian Del…Biasing simple choices by manipulating relative visual attention (2008)Biasing simple choices by man…Finite-time Analysis of the Multiarmed Bandit Problem (2002)Finite-time Analysis of the M…Multi-Armed Bandit Allocation Indices. (1990)Multi-Armed Bandit Allocation…Multi-Armed Bandits and the Gittins Index (1980)Multi-Armed Bandits and the G…Metacognitive sensitivity predicts the quality of information search in value-based decision making (2025)Metacognitive sensitivity pre…Chasing Unknown Bandits: Uncertainty Guidance in Learning and Decision Making (2022)Chasing Unknown Bandits: Unce…Time pressure changes how people explore and respond to uncertainty (2021)Time pressure changes how peo…An empirical evaluation of active inference in multi-armed bandits (2021)An empirical evaluation of ac…Fixation patterns in simple choice reflect optimal information sampling (2019)Fixation patterns in simple c…Bandit Processes and Dynamic Allocation Indices (1979)Extensions of the multiarmed bandit problem: The discounted case (1985)The Multi-Armed Bandit Problem: Decomposition and Computation (1987)KULLBACK-LEIBLER UPPER CONFIDENCE BOUNDS FOR OPTIMAL SEQUENTIAL ALLOCATION (2013)A BEHAVIORAL MODEL OF RATIONAL CHOICE (1955)Reasoning the fast and frugal way: Models of bounded rationality. (1996)Heuristic Decision Making (2010)Do you like what you see? The role of first fixation and total fixation duration in consumer choice (2014)The Informational Value of Key Audit Matters in the Auditor's Report: Evidence from an Eye-Tracking Study (2018)Consumer Behaviour through the Eyes of Neurophysiological Measures: State-of-the-Art and Future Trends (2019)Risk, Ambiguity, and the Savage Axioms (1961)Individual Choice Behavior (1962)Recent developments in modeling preferences: Uncertainty and ambiguity (1992)The Psychology and Neuroscience of Curiosity (2015)Childhood as a solution to explore–exploit tensions (2020)A reward-learning framework of knowledge acquisition: An integrated account of curiosity, interest, and intrinsic–extrinsic rewards. (2022)Multialternative drift-diffusion model predicts the relationship between visual fixations and choice in value-based decisions (2011)HDDM: Hierarchical Bayesian estimation of the Drift-Diffusion Model in Python (2013)Gaze Amplifies Value in Decision Making (2018)A reinforcement learning diffusion decision model for value-based decisions (2019)Value-based attention but not divisive normalization influences decisions with multiple alternatives (2020)Feeling and thinking: Preferences need no inferences. (1980)Advances in prospect theory: Cumulative representation of uncertainty (1992)The construction of preference. (1995)Relative visual saliency differences induce sizable bias in consumer choice (2011)The Attentional Drift-Diffusion Model Extends to Simple Purchasing Decisions (2012)Nudging healthier food and beverage choices through salience and priming. Evidence from a systematic review (2016)Prospect Theory: An Analysis of Decision under Risk (1979)Prospect theory: An analysis of decision under risk (1988)Decision field theory: A dynamic-cognitive approach to decision making in an uncertain environment. (1993)Search Dynamics in Consumer Choice under Time Pressure: An Eye-Tracking Study (2011)Computational approaches to psychiatry (2014)Resolving uncertainty in a social world (2019)The Misestimation of Uncertainty in Affective Disorders (2019)Prediction, Learning, and Games (2006)Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting (2012)Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems (2012)An Empirical Evaluation of Thompson Sampling (2011)Analysis of Thompson Sampling for the multi-armed bandit problem (2011)Introduction to Multi-Armed Bandits (2019)Learning to Optimize via Posterior Sampling (2014)A Tutorial on Thompson Sampling (2018)A unified framework for stochastic optimization (2018)
this work references cited by second hop

References

  • 2002Finite-time Analysis of the Multiarmed Bandit Problem5,980 cited
  • 2010Visual fixations and the computation and comparison of value in simple choice1,406 cited
  • 1990Multi-Armed Bandit Allocation Indices.997 cited
  • 2013Attention and choice: A review on eye movements in decision making946 cited
  • 2011Multi‐Armed Bandit Allocation Indices685 cited
  • 2014Humans use directed and random exploration to solve the explore–exploit dilemma.578 cited
  • 2010An Approximately Bayesian Delta-Rule Model Explains the Dynamics of Belief Updating in a Changing Environment562 cited
  • 1980Multi-Armed Bandits and the Gittins Index515 cited
  • 2008Biasing simple choices by manipulating relative visual attention420 cited
  • 2014Eye tracking and pupillometry are indicators of dissociable latent decision processes.289 cited
  • 2011Risk, Unexpected Uncertainty, and Estimation Uncertainty: Bayesian Learning in Unstable Settings266 cited
  • 2015Post choice information integration as a causal determinant of confidence: Novel data and a computational account185 cited
  • 2019Confidence modulates exploration and exploitation in value-based learning121 cited
  • 2011Deconstructing risk: Separable encoding of variance and skewness in the brain97 cited

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2012
The Nature of Belief-Directed Exploratory Choice in Human Decision-Making
73 cited
  • 2020It’s new, but is it good? How generalization and uncertainty guide the exploration of novel options.51 cited
  • Cited by

    • 2021An empirical evaluation of active inference in multi-armed bandits45 cited
    • 2022Chasing Unknown Bandits: Uncertainty Guidance in Learning and Decision Making23 cited
    • 2019Fixation patterns in simple choice reflect optimal information sampling18 cited
    • 2021Time pressure changes how people explore and respond to uncertainty14 cited
    • 2025Metacognitive sensitivity predicts the quality of information search in value-based decision making1 cited