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Hierarchical Bayesian inference for concurrent model fitting and comparison for group studies

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Pattern Recognition and Machine Learning
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Model-Based Influences on Humans' Choices and Striatal Prediction Errors
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Disruption of Dorsolateral Prefrontal Cortex Decreases Model-Based in Favor of Model-free Control in Humans
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Computational psychiatry
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Dynamic causal modelling
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Bayesian Model Selection for Group Studies
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Computational approaches to fMRI analysis
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An Introduction to Empirical Bayes Data Analysis
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Maximum Likelihood from Incomplete Data Via the EM Algorithm
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Book Review: Pattern Recognition and Machine Learning
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By Carrot or by Stick: Cognitive Reinforcement Learning in Parkinsonism
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Model‐Based fMRI and Its Application to Reward Learning and Decision Making
inferredcites →https://doi.org/10.1371/journal.pcbi.1002028openalex-snapshot
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Speed/Accuracy Trade-Off between the Habitual and the Goal-Directed Processes
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Bonsai Trees in Your Head: How the Pavlovian System Sculpts Goal-Directed Choices by Pruning Decision Trees
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VBA: A Probabilistic Treatment of Nonlinear Models for Neurobiological and Behavioural Data
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Models that learn how humans learn: The case of decision-making and its disorders
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Observing the Observer (I): Meta-Bayesian Models of Learning and Decision-Making
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Emotionally Aversive Cues Suppress Neural Systems Underlying Optimal Learning in Socially Anxious Individuals
inferredcites →https://doi.org/10.1523/jneurosci.1901-15.2016openalex-snapshot
Variability in Dopamine Genes Dissociates Model-Based and Model-Free Reinforcement Learning
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Human Choice Strategy Varies with Anatomical Projections from Ventromedial Prefrontal Cortex to Medial Striatum
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Value-Related Neuronal Responses in the Human Amygdala during Observational Learning
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Dopaminergic Drugs Modulate Learning Rates and Perseveration in Parkinson's Patients in a Dynamic Foraging Task
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Impulse Control Disorders in Parkinson's Disease Are Associated with Dysfunction in Stimulus Valuation But Not Action Valuation
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AN EMPIRICAL BAYES APPROACH TO STATISTICS
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HDDM: Hierarchical Bayesian estimation of the Drift-Diffusion Model in Python
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Variational Bayesian modelling of mixed-effects
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Ten simple rules for the computational modeling of behavioral data

What points at this work

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

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Biased or noisy? Motivational biases and decision noise across development
inferred← citeshttps://doi.org/10.3389/fnbeh.2022.1041566openalex-snapshot
Average reward rates enable motivational transfer across independent reinforcement learning tasks
inferred← citeshttps://doi.org/10.3389/fpsyg.2025.1598594openalex-snapshot
Category-like representation of statistical regularities allows for stable distractor suppression
inferred← citeshttps://doi.org/10.3389/fpsyt.2025.1581802openalex-snapshot
Cognitive effort devaluation and the salience network: a computational model of amotivation in depression
inferred← citeshttps://doi.org/10.3724/sp.j.1042.2021.00677openalex-snapshot
The computational and neural substrates underlying social learning
inferred← citeshttps://doi.org/10.3758/s13415-023-01137-wopenalex-snapshot
A primer on the use of computational modelling to investigate affective states, affective disorders and animal welfare in non-human animals
inferred← citeshttps://doi.org/10.3758/s13428-025-02599-1openalex-snapshot
Sample size matters when estimating test–retest reliability of behaviour
inferred← citeshttps://doi.org/10.3788/gzxb20255409.0954201openalex-snapshot
“AI+光学”交叉学科体系的内涵与架构研究(特邀)
inferred← citeshttps://doi.org/10.48550/arxiv.1901.01916openalex-snapshot
Bayesian inference over model-spaces increases the accuracy of model comparison and allows formal testing of hypotheses about model distributions in experimental populations
inferred← citeshttps://doi.org/10.64898/2025.12.24.696333openalex-snapshot
Dopamine drives a positive reward bias on human reinforcement learning
inferred← citeshttps://doi.org/10.64898/2026.02.11.705395openalex-snapshot
Efficient Learning of Predictive Maps for Flexible Planning
inferred← citeshttps://doi.org/10.64898/2026.05.14.725268openalex-snapshot
Categorical Bayes Filtering for Computational Phenotyping in Adaptive Learning
inferred← citeshttps://doi.org/10.64898/2026.06.02.729586openalex-snapshot
Flexible route planning and rapid structure learning by mice in complex environments
inferred← citeshttps://doi.org/10.64898/2026.06.05.730398openalex-snapshot
HSSM: A Widely Applicable Toolbox for Hierarchical Bayesian Neurocognitive Modeling
inferred← citeshttps://doi.org/10.7324/japs.2021.110705openalex-snapshot
Hierarchical Bayesian approach applied to the formulation of sustained-release suppositories and dissolution profile modeling
inferred← citeshttps://doi.org/10.7554/elife.104008openalex-snapshot
Self-other generalisation shapes social interaction and is disrupted in borderline personality disorder
inferred← citeshttps://doi.org/10.7554/elife.104008.1openalex-snapshot
Self-other generalisation shapes social interaction and is disrupted in borderline personality disorder
inferred← citeshttps://doi.org/10.7554/elife.104008.2openalex-snapshot
Self-Other Generalisation Shapes Social Interaction and Is Disrupted in Borderline Personality Disorder
inferred← citeshttps://doi.org/10.7554/elife.104008.3openalex-snapshot
Self-Other Generalisation Shapes Social Interaction and Is Disrupted in Borderline Personality Disorder
inferred← citeshttps://doi.org/10.7554/elife.104008.4openalex-snapshot
Self-other generalisation shapes social interaction and is disrupted in borderline personality disorder
inferred← citeshttps://doi.org/10.7554/elife.109185openalex-snapshot
Impaired Adaptive Learning in Chronic Pain Contributes to Apathy
inferred← citeshttps://doi.org/10.7554/elife.109185.1openalex-snapshot
Impaired Adaptive Learning in Chronic Pain Contributes to Apathy
inferred← citeshttps://doi.org/10.7554/elife.49058openalex-snapshot
Modeling the dynamics of Plasmodium falciparum gametocytes in humans during malaria infection
inferred← citeshttps://doi.org/10.7554/elife.49547openalex-snapshot
Ten simple rules for the computational modeling of behavioral data
inferred← citeshttps://doi.org/10.7554/elife.66169openalex-snapshot
Computational modeling of threat learning reveals links with anxiety and neuroanatomy in humans
inferred← citeshttps://doi.org/10.7554/elife.68943openalex-snapshot
Value signals guide abstraction during learning
inferred← citeshttps://doi.org/10.7554/elife.84260openalex-snapshot
Novelty and uncertainty differentially drive exploration across development
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