Bayesian Cognitive Modeling
A Practical Course
Bibliographic Data
| ID | 23394251 |
|---|---|
| Authors | Michael D Lee, Michael Lee (0000-0001-7538-0720, University of California, Irvine), Eric-Jan Wagenmakers (0000-0003-1596-1034, University of Amsterdam) |
| Year | 2014 |
| Pages | 280 |
| Publication date | 2014-04-03 |
| Open Access | Yes |
| Type | BOOK |
| Venue | Bayesian Cognitive Modeling (SOURCE_BOOK) |
| Publisher | Cambridge University Press (PUBLISHER • US) |
| DOI | 10.1017/cbo9781139087759 |
| OpenAlex | W216263296 |
| Open Library | OL29258630M |
| ISBN | 9781139087759 |
| Language | EN |
| Citations received | 384 |
| References cited | 39 |
Bayesian inference has become a standard method of analysis in many fields of science. Students and researchers in experimental psychology and cognitive science, however, have failed to take full advantage of the new and exciting possibilities that the Bayesian approach affords. Ideal for teaching and self study, this book demonstrates how to do Bayesian modeling. Short, to-the-point chapters offer examples, exercises, and computer code (using WinBUGS or JAGS, and supported by Matlab and R), with additional support available online. No advance knowledge of statistics is required and, from the very start, readers are encouraged to apply and adjust Bayesian analyses by themselves. The book contains a series of chapters on parameter estimation and model selection, followed by detailed case studies from cognitive science. After working through this book, readers should be able to build their own Bayesian models, apply the models to their own data, and draw their own conclusions.
Bayesian inference · Bayesian probability · Categorization · Econometrics · Machine learning · Mixture model · Model selection · Multinomial distribution · Statistics · Artificial Intelligence · Bayesian Modeling and Causal Inference · Child and Animal Learning Development · Cognitive Science and Education Research · Computer Science · Mathematics · Bayesian statistical decision theory · Cognition · Cognitive Science · Mathematical models
Applying Behavioral Economics to HIV Prevention
Bayesian Cultural Consensus Theory
Comparing Norm-Based and Role-Based Strategies for Robot Communication of Role-Grounded Moral Norms
Does Local Coherence Lead to Targeted Regressions and Illusions of Grammaticality
The Einstein effect provides global evidence for scientific source credibility effects and the influence of religiosity
Processing adjunct control
Occurrence and distribution of biomarkers in loess-paleosol sequences of Tajikistan (Central Asia)
Retrospective feelings of difference based on gender and sexuality among emerging adults
An exploratory analysis of revision behavior development of L2 writers on an intensive English for academic purposes program using Bayesian methods
Household resilience realized by photovoltaic and battery energy system in natural hazard-triggered blackouts
What are the benefits of mind wandering to creativity
Self-awareness of musical ability
A gentle introduction to Bayesian statistics, with applications to bilingualism research
An Experimental Analysis of Moral Conformity in a Situation of Passive Social Pressure
Exercise improves the social and behavioral skills of children and adolescent with autism spectrum disorders
Deliberate Practice, Functional Performance and Psychological Characteristics in Young Basketball Players
The role of movement kinematics in facial emotion expression production and recognition
Impact of risk experience and personal exposure on coastal flooding and coastal erosion risk perception and coping strategies
The aspectual entailments of telicity markers in German
Bilingual attentional control
Dynamic indirect reciprocity
Dynamic indirect reciprocity; When is indirect reciprocity bounded by group membership
Need-based transfer systems are more vulnerable to cheating when resources are hidden
A number-line task with a Bayesian active learning algorithm provides insights into the development of non-symbolic number estimation
Can templates-for-rejection suppress real-world affective objects in visual search
Using cognitive modeling to examine the effects of competition on strategy and effort in races and tournaments
The dynamics of competition and decision-making
Response-repetition costs reflect changes to the representation of an action
Bayesian data analysis for newcomers
A Bayesian perspective on severity
How do irrelevant stimuli from another modality influence responses to the targets in a same-different task
Prior conscious experience modulates the impact of audiovisual temporal correspondence on unconscious visual processing
Subjectively different emotional schematic faces not automatically discriminated from the brain’s bioelectrical responses
How (not) to demonstrate unconscious priming
The feeling of the passage of time linked to individual interoceptive awareness abilities
Face proprioception does not modulate access to visual awareness of emotional faces in a continuous flash suppression paradigm
Common intentional binding effects across diverse sensory modalities in touch-free voluntary actions
The role of working memory and visual processing in prototype category learning
Opening the black box
Investigating the cognitive processing of tools
Making a dent in human trafficking
Cross-linguistic differences in gender congruency effects
Sensorimotor and interoceptive dimensions in concrete and abstract concepts
Similarity-based interference in the processing of classifier-noun dependencies in Mandarin Chinese
Interference patterns in subject-verb agreement and reflexives revisited
Retrieval practice and verbal-visuospatial transfer
Do syntactic and semantic similarity lead to interference effects? Evidence from self-paced reading and event-related potentials using German
The effect of animacy on structural Priming
Autobiographical memory specificity and mnemonic discrimination
Recall and recognition of discourse memory across sleep and wake
Memory retrieval in discourse
Crosslinguistic evidence against interference from extra-sentential distractors
Do local coherence effects exist in English reduced relative clauses
Phonemic interference in short-term memory contributes to forgetting but is not due to overwriting
The head or the verb
Current loot box warnings are ineffective for informing consumers
Impulsivity and loot box engagement
Writing by hand or digitally in first grade
Positively framing mind wandering does not increase mind wandering in older adult s
Auditory and visual short-term memory
Can you voluntarily forget what you are planning to forget? Behavioral evidence for the underlying truth of the cost–benefit principle
The time course of salience
On preventing attention capture
Toddlers raised in multi-dialectal families learn words better in accented speech than those raised in monodialectal families
Effects of continuous self-reporting on aesthetic evaluation and emotional responses
Residential Mobility Decreases the Perception of Social Norm Violations
Meal preparation and consumption before and during the Covid-19 pandemic
Lower socioeconomic status is associated with higher intended consumption from oversized portions of unhealthy food
Studying human eating behaviour in the laboratory
No effect of prefrontal transcranial direct current stimulation (tDCS) on food craving, food reward and subjective appetite in females displaying mild-to-moderate binge-type behaviour
The effect of transcranial direct current stimulation (tDCS) on food craving, reward and appetite in a healthy population
A hierarchical-drift diffusion model of the roles of hunger, caloric density and valence in food selection
Maximising existing assets
Financial resilience-focused program
On the priming of risk preferences
When lexical statistics and the grammar conflict
Bayesian data analysis in the phonetic sciences
Semantics Processing of Conditional Connectives
Homeric ‐ phi(n) is an oblique case marker1
Do individuation instructions reduce the cross-race effect? A registered replication of
Defending one's worldview under mortality salience
When do people learn likes and dislikes from co-occurrences? A dual-force perspective on evaluative conditioning
How social contexts affect cognition
Adaptive cooperation in the face of social exclusion
It is not only whether I approach but also why I approach
Deep down my enemy is good
Untested assumptions perpetuate stereotyping
The contribution of serial order short-term memory and long-term learning to reading acquisition
Interactive structure building in sentence production
Strategy selection in decisions from givens
Modeling choice paradoxes under risk
Exploring the bounded rationality in human decision anomalies through an assemblable computational framework
Modeling the continuous recognition paradigm to determine how retrieval can impact subsequent retrievals
Are your eyes following your thoughts? Exploring individual differences in internal coupling
On what it means to automatize a rule
Disentangling prevalence induced biases in medical image decision-making
The role of visual awareness in processing of global structure
Reward at encoding but not retrieval modulates memory for detailed events
Sensorimotor mismatch but not rotational inertia contributes to the size-weight illusion and weight perception for handheld objects
Partial awareness can be induced by independent cognitive access to different spatial frequencies
Computing Machinery and Intelligence (1950)
Vision
Children’s Counting and Concepts of Number
Statistical Methods for Rates and Proportions
Data Analysis Using Regression and Multilevel/Hierarchical Models
Rasch Models for Measurement
Bayesian Methods
Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
A practical solution to the pervasive problems ofp values
After the promise
One, two, three, four, nothing more
General Methods for Monitoring Convergence of Iterative Simulations
Children's understanding of counting
One hundred years of forgetting
Reasoning the fast and frugal way
An Agenda for Purely Confirmatory Research
The serial position effect of free recall.
How to Grow a Mind
Measurement reliability and agreement in psychiatry
Bayesian t tests for accepting and rejecting the null hypothesis
Sampling-Based Approaches to Calculating Marginal Densities
Evaluation of a behavioral measure of risk taking
Bayesian statistical inference for psychological research.
Beyond kappa
Bayesian Fundamentalism or Enlightenment? On the explanatory status and theoretical contributions of Bayesian models of cognition
A tutorial on a practical Bayesian alternative to null-hypothesis significance testing
A temporal ratio model of memory.
Bayesian Versus Orthodox Statistics
Inference from Iterative Simulation Using Multiple Sequences
The Measurement of Observer Agreement for Categorical Data
A Coefficient of Agreement for Nominal Scales
The Rational Analysis Of Mind And Behavior
The Child's Conception of Number
Feeling the future
Why psychologists must change the way they analyze their data
Heuristic Decision Making
Diversity of decision-making models and the measurement of interrater agreement
| Unique citing works | 384 |
|---|---|
| Citations per year | 32 |
| Citation span | 2014 - 2026 (13) |
| Citation velocity | current |
| Highly cited | Yes |
| Citation types | Neutral: 255 |