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Simultaneous modeling of visual saliency and value computation improves predictions of economic choice

https://doi.org/10.1073/pnas.1304429110
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Fixed Attributes and Discounting Behavior
inferred← citeshttps://doi.org/10.1037/cns0000200openalex-snapshot
Studying volition with actions that matter: Combining the fields of neuroeconomics and the neuroscience of volition.
inferred← citeshttps://doi.org/10.1037/dec0000190openalex-snapshot
Evidence accumulates for individual attributes during value-based decisions.
inferred← citeshttps://doi.org/10.1037/npe0000107openalex-snapshot
Gaze-informed modeling of preference learning and prediction.
inferred← citeshttps://doi.org/10.1037/rev0000122openalex-snapshot
How similarity between choice options affects decisions from experience: The accentuation-of-differences model.
inferred← citeshttps://doi.org/10.1037/xge0000482openalex-snapshot
Attention and choice across domains.
inferred← citeshttps://doi.org/10.1037/xge0000772openalex-snapshot
Attention increases environmental risk perception.
inferred← citeshttps://doi.org/10.1038/ncomms10120openalex-snapshot
Testing necessary regional frontal contributions to value assessment and fixation-based updating
inferred← citeshttps://doi.org/10.1038/ncomms12438openalex-snapshot
Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning
inferred← citeshttps://doi.org/10.1038/nn.3673openalex-snapshot
Changing value through cued approach: an automatic mechanism of behavior change
inferred← citeshttps://doi.org/10.1038/s41467-022-34084-0openalex-snapshot
Reward salience but not spatial attention dominates the value representation in the orbitofrontal cortex
inferred← citeshttps://doi.org/10.1038/s41467-025-66579-xopenalex-snapshot
The role of attention in multi attribute decision making
inferred← citeshttps://doi.org/10.1038/s41562-019-0584-8openalex-snapshot
Gaze bias differences capture individual choice behaviour
inferred← citeshttps://doi.org/10.1038/s41562-020-0822-0openalex-snapshot
Value-based attention but not divisive normalization influences decisions with multiple alternatives
inferred← citeshttps://doi.org/10.1038/s41598-020-71182-9openalex-snapshot
Outcome saliency modulates behavioral decision switching
inferred← citeshttps://doi.org/10.1038/s41598-022-21917-7openalex-snapshot
Preferences for seeking effort or reward information bias the willingness to work
inferred← citeshttps://doi.org/10.1038/s44159-022-00053-zopenalex-snapshot
Attentional economics links value-modulated attentional capture and decision-making
inferred← citeshttps://doi.org/10.1038/s44271-025-00206-9openalex-snapshot
Manipulating attention facilitates cooperation
inferred← citeshttps://doi.org/10.1073/pnas.1315619110openalex-snapshot
Integrating salience and value in decision making
inferred← citeshttps://doi.org/10.1073/pnas.1505483112openalex-snapshot
Evidence integration in model-based tree search
inferred← citeshttps://doi.org/10.1073/pnas.1613950114openalex-snapshot
Robust sampling of decision information during perceptual choice
inferred← citeshttps://doi.org/10.1073/pnas.1618161114openalex-snapshot
Computational modeling of epiphany learning
inferred← citeshttps://doi.org/10.1073/pnas.1906662116openalex-snapshot
Visual fixation patterns during economic choice reflect covert valuation processes that emerge with learning
inferred← citeshttps://doi.org/10.1073/pnas.1906788116openalex-snapshot
A large-scale analysis of task switching practice effects across the lifespan
inferred← citeshttps://doi.org/10.1073/pnas.2012941118openalex-snapshot
Attention bias modification in drug addiction: Enhancing control of subsequent habits
inferred← citeshttps://doi.org/10.1073/pnas.2025646118openalex-snapshot
How top-down and bottom-up attention modulate risky choice
inferred← citeshttps://doi.org/10.1080/00036846.2018.1527460openalex-snapshot
Incorporating biometric data in models of consumer choice
inferred← citeshttps://doi.org/10.1080/1540496x.2018.1517644openalex-snapshot
Evaluation of Housing Price Control Policies Based on a Sensitivity Analysis and Nonstationary Markov Chain Simulation: Empirical Evidence from China
inferred← citeshttps://doi.org/10.1080/19440049.2015.1057240openalex-snapshot
Future perspectives in Orbitrap™-high-resolution mass spectrometry in food analysis: a review
inferred← citeshttps://doi.org/10.1080/20445911.2026.2613404openalex-snapshot
The role of attention in social decision-making: an eye-tracking study in a repeated dictator game
inferred← citeshttps://doi.org/10.1088/1741-2552/ae3eb8openalex-snapshot
Cognitive reinforcement: capturing tacit knowledge and enhancing expertise with a biofeedback interface for visual attention
inferred← citeshttps://doi.org/10.1093/aepp/ppy020openalex-snapshot
Visual Biases in Decision Making
inferred← citeshttps://doi.org/10.1093/cercor/bhx246openalex-snapshot
Ventromedial Frontal Lobe Damage Alters how Specific Attributes are Weighed in Subjective Valuation
inferred← citeshttps://doi.org/10.1093/ej/uead055openalex-snapshot
Decision Times Reveal Private Information in Strategic Settings: Evidence from Bargaining Experiments
inferred← citeshttps://doi.org/10.1093/jcr/ucab017openalex-snapshot
Online Advertising Suppresses Visual Competition during Planned Purchases
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.001.0001openalex-snapshot
Movements of the Mind
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.002.0003openalex-snapshot
Copyright Page
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0001openalex-snapshot
Introduction
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0002openalex-snapshot
The Structure of Acting
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0003openalex-snapshot
Attention and Attending
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0004openalex-snapshot
Intention as Practical Memory
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0005openalex-snapshot
Intending as Practical Remembering
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0006openalex-snapshot
Automatic Bias, Experts and Amateurs
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0007openalex-snapshot
Deducing, Skill and Knowledge
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0008openalex-snapshot
Introspecting Perceptual Experience
inferred← citeshttps://doi.org/10.1093/oso/9780192866899.003.0009openalex-snapshot
Epilogue
inferred← citeshttps://doi.org/10.1093/qje/qjac025openalex-snapshot
Predictable Effects of Visual Salience in Experimental Decisions and Games
inferred← citeshttps://doi.org/10.1093/restud/rdad079openalex-snapshot
Superiority-Seeking and the Preference for Exclusion
inferred← citeshttps://doi.org/10.1093/rfs/hhac027openalex-snapshot
Decision Weights for Experimental Asset Prices Based on Visual Salience
inferred← citeshttps://doi.org/10.1097/wco.0000000000000159openalex-snapshot
Affective and motivational control of vision
inferred← citeshttps://doi.org/10.1098/rspb.2015.1439openalex-snapshot
Irrational time allocation in decision-making
inferred← citeshttps://doi.org/10.1098/rspb.2022.1593openalex-snapshot
Complex economic decisions from simple neurocognitive processes: the role of interactive attention
inferred← citeshttps://doi.org/10.1101/180281openalex-snapshot
What if you are not certain? A common computation underlying action selection, reaction time and confidence judgment
inferred← citeshttps://doi.org/10.1101/2021.02.27.433214openalex-snapshot
Confirmation bias optimizes reward learning
inferred← citeshttps://doi.org/10.1101/2021.06.14.448326openalex-snapshot
Bottom-up but not Top-down Attention Dominates the Value Representation in the Orbitofrontal Cortex
inferred← citeshttps://doi.org/10.1101/2023.01.23.525123openalex-snapshot
Cognitive and neural bases of salience-driven incidental learning
inferred← citeshttps://doi.org/10.1101/2024.04.24.590947openalex-snapshot
Adaptive Integration of Perceptual and Reward Information in an Uncertain World
inferred← citeshttps://doi.org/10.1101/360172openalex-snapshot
Visual features contribute differently to preferences for different item categories
inferred← citeshttps://doi.org/10.1109/iww-bci.2015.7073055openalex-snapshot
How visual attention affects choice outcomes: An eyetracking study
inferred← citeshttps://doi.org/10.1109/mcs.2015.2471056openalex-snapshot
Human Supervisory Control of Robotic Teams: Integrating Cognitive Modeling with Engineering Design
inferred← citeshttps://doi.org/10.1111/joss.70047openalex-snapshot
How to Bundle: Improving the Perception and Evaluation of New Products by Color Contrast
inferred← citeshttps://doi.org/10.1111/psyp.14727openalex-snapshot
How is emotional evidence from multiple sources used in perceptual decision making?
inferred← citeshttps://doi.org/10.1111/psyp.70059openalex-snapshot
Emotion‐Guided Attention Impacts Deliberate Multi‐Evidence Emotion‐Related Perceptual Decision‐Making
inferred← citeshttps://doi.org/10.1146/annurev-vision-100720-125029openalex-snapshot
Eye Movements as a Window into Decision-Making
inferred← citeshttps://doi.org/10.1152/jn.00395.2015openalex-snapshot
Distinct dynamics of ramping activity in the frontal cortex and caudate nucleus in monkeys
inferred← citeshttps://doi.org/10.1167/16.10.15openalex-snapshot
Visual reinforcement shapes eye movements in visual search
inferred← citeshttps://doi.org/10.1177/00222437221141052openalex-snapshot
Attention Trajectories Capture Utility Accumulation and Predict Brand Choice
inferred← citeshttps://doi.org/10.1177/0956797618803643openalex-snapshot
Attentional Selection Mediates Framing and Risk-Bias Effects
inferred← citeshttps://doi.org/10.1177/0956797618810521openalex-snapshot
Gaze Amplifies Value in Decision Making
inferred← citeshttps://doi.org/10.1177/09567976231184878openalex-snapshot
Peripheral Visual Information Halves Attentional Choice Biases
inferred← citeshttps://doi.org/10.1177/1094428116644502openalex-snapshot
Over a Decade of Neuroeconomics: What Have We Learned?
inferred← citeshttps://doi.org/10.1177/1094428117730598openalex-snapshot
Consumer Neuroscience: Past, Present, and Future
inferred← citeshttps://doi.org/10.1186/s41235-019-0203-2openalex-snapshot
Perceptual salience influences food choices independently of health and taste preferences
inferred← citeshttps://doi.org/10.12688/f1000research.21946.1openalex-snapshot
Under construction: ventral and lateral frontal lobe contributions to value-based decision-making and learning
inferred← citeshttps://doi.org/10.1287/mnsc.2016.2453openalex-snapshot
Extrapolative Beliefs in Perceptual and Economic Decisions: Evidence of a Common Mechanism
inferred← citeshttps://doi.org/10.1287/mnsc.2020.3732openalex-snapshot
Intertemporal Choices Are Causally Influenced by Fluctuations in Visual Attention
inferred← citeshttps://doi.org/10.1287/mnsc.2020.3747openalex-snapshot
Visual Finance: The Pervasive Effects of Red on Investor Behavior
inferred← citeshttps://doi.org/10.1287/mnsc.2022.02983openalex-snapshot
Information Search Within a Web Page: Modeling the Full Sequence of Eye Movement Decisions, Subjective Value Updating, and First Clicks
inferred← citeshttps://doi.org/10.1287/mnsc.2022.4598openalex-snapshot
Measuring the Factors Influencing Purchasing Decisions: Evidence From Cursor Tracking and Cognitive Modeling
inferred← citeshttps://doi.org/10.1371/journal.pbio.2003091openalex-snapshot
Correlates of decisional dynamics in the dorsal anterior cingulate cortex
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1007201openalex-snapshot
The formation of preference in risky choice
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1008863openalex-snapshot
Fixation patterns in simple choice reflect optimal information sampling
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1009429openalex-snapshot
Action planning and control under uncertainty emerge through a desirability-driven competition between parallel encoding motor plans
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1010283openalex-snapshot
Gaze-dependent evidence accumulation predicts multi-alternative risky choice behaviour
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1014052openalex-snapshot
A reinforcement learning and sequential sampling model constrained by gaze data
inferred← citeshttps://doi.org/10.1371/journal.pone.0090138openalex-snapshot
Intertemporal Choice as Discounted Value Accumulation
inferred← citeshttps://doi.org/10.1371/journal.pone.0186822openalex-snapshot
Value-based decision making via sequential sampling with hierarchical competition and attentional modulation
inferred← citeshttps://doi.org/10.1371/journal.pone.0207990openalex-snapshot
Influence of reward learning on visual attention and eye movements in a naturalistic environment: A virtual reality study
inferred← citeshttps://doi.org/10.1509/jmr.13.0467openalex-snapshot
Eye Tracking Reveals Processes that Enable Conjoint Choices to Become Increasingly Efficient with Practice
inferred← citeshttps://doi.org/10.1515/jafio-2015-0016openalex-snapshot
Modeling Eye Movements and Response Times in Consumer Choice
inferred← citeshttps://doi.org/10.1523/eneuro.0083-19.2019openalex-snapshot
Learning Desire Is Predicted by Similar Neural Processing of Naturalistic Educational Materials
inferred← citeshttps://doi.org/10.1523/eneuro.0230-19.2019openalex-snapshot
Overt Attention toward Appetitive Cues Enhances Their Subjective Value, Independent of Orbitofrontal Cortex Activity
inferred← citeshttps://doi.org/10.1523/jneurosci.1033-23.2023openalex-snapshot
Value-Based Search Efficiency Is Encoded in the Substantia Nigra Reticulata Firing Rate, Spiking Irregularity and Local Field Potential
inferred← citeshttps://doi.org/10.1523/jneurosci.1601-15.2015openalex-snapshot
Perceptual Salience and Reward Both Influence Feedback-Related Neural Activity Arising from Choice
inferred← citeshttps://doi.org/10.1523/jneurosci.3270-14.2014openalex-snapshot
Attention, Reward, and Information Seeking
inferred← citeshttps://doi.org/10.17899/on_ed.2023.18.3openalex-snapshot
Epistemologies of Data Visualisations: On Producing Certainties, Geographies and Digitalities in Critical Educational Research
inferred← citeshttps://doi.org/10.21203/rs.3.rs-9140831/v1openalex-snapshot
Biased yet flexible weighting of perceptual and value information during decision-making
inferred← citeshttps://doi.org/10.2139/ssrn.6042937openalex-snapshot
Pupil dilation amplifies gaze bias in value-based choice
inferred← citeshttps://doi.org/10.2308/isys-2024-046openalex-snapshot
Attention Management by Visual Salience in Environmental, Social, and Governance Report
inferred← citeshttps://doi.org/10.31117/neuroscirn.v5i3.174openalex-snapshot
Areas of Interest (AOI) on marketing mix elements of green and non-green products in customer decision making
inferred← citeshttps://doi.org/10.31234/osf.io/57v6kopenalex-snapshot
Fixation patterns in simple choice reflect optimal information sampling
inferred← citeshttps://doi.org/10.31234/osf.io/5t6cvopenalex-snapshot
Coping With Complexity: A Selective Sampling Account of Consideration Set Formation for Product Bundles
inferred← citeshttps://doi.org/10.31234/osf.io/b5ax8openalex-snapshot
The effect of perceptual organization on risky choice and numerical decisions shows inter-subject correlation
inferred← citeshttps://doi.org/10.31234/osf.io/cgs98openalex-snapshot
Reward-driven and memory-driven attentional biases automatically modulate rapid choice
inferred← citeshttps://doi.org/10.31234/osf.io/dcv4jopenalex-snapshot
Information Acquisition and Evaluation in Decision Making: A General Computational Framework
inferred← citeshttps://doi.org/10.31234/osf.io/dqexnopenalex-snapshot
Nonlinear probability weighting can reflect attentional biases in sequential sampling
inferred← citeshttps://doi.org/10.31234/osf.io/m62qpopenalex-snapshot
Facilitating Cooperation by Manipulating Attention
inferred← citeshttps://doi.org/10.31234/osf.io/mn24ropenalex-snapshot
Center of Attention: Spatial Position Affects Quantity Judgments and Product Preference
inferred← citeshttps://doi.org/10.31234/osf.io/mn24r_v3openalex-snapshot
Center of Attention: Spatial Position Affects Quantity Judgments and Product Preference
inferred← citeshttps://doi.org/10.31234/osf.io/tk6qeopenalex-snapshot
Uncovering the Computational Mechanisms Underlying Many-Alternative Choice
inferred← citeshttps://doi.org/10.31234/osf.io/x6nbfopenalex-snapshot
Gaze-dependent evidence accumulation predicts multi-alternative risky choice behaviour
inferred← citeshttps://doi.org/10.31234/osf.io/xmh7yopenalex-snapshot
Covert attention leads to fast and accurate decision making
inferred← citeshttps://doi.org/10.3233/idt-230163openalex-snapshot
Economic analysis of world cities using improved deep shallow learning network with intelligent shell game optimization
inferred← citeshttps://doi.org/10.3386/w21944openalex-snapshot
Extrapolation and Bubbles
inferred← citeshttps://doi.org/10.3386/w30334openalex-snapshot
Superiority-Seeking and the Preference for Exclusion
inferred← citeshttps://doi.org/10.3389/fnbeh.2025.1683756openalex-snapshot
Framing as a mechanism to overcome the temptation of bad habits
inferred← citeshttps://doi.org/10.3389/fnhum.2019.00035openalex-snapshot
Proactive Information Sampling in Value-Based Decision-Making: Deciding When and Where to Saccade
inferred← citeshttps://doi.org/10.3389/fnins.2014.00073openalex-snapshot
When natural selection should optimize speed-accuracy trade-offs
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