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_data/projects.yaml

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- title: The mental representation underlying cognition
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subtitle: How is information represented in mind and brain?
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group: featured
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image: images/projects/similarity_representation.png
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link: https://osf.io/preprints/psyarxiv/fm9vz_v1
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description: How do we represent information in mind? Understanding this will help us evaluate how the attentional and working memory systems operate and build a complete cognitive model.
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repo:
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tags:
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- representation
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- cognitive models
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- title: The feature binding problem
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subtitle: How do we bind the various features of an object in working memory?
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group: featured

_data/sources.yaml

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- id: doi:10.31234/osf.io/fm9vz_v1
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- William. X. Q. Ngiam
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- Michael D. Lee
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date: '2025-11-03'
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type: paper
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description: Using Bayesian generative modeling, we recover the cognitive representation underlying three tasks. We show that similarity comparisons and memory reproduction do not share the same representation.
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image: /images/projects/similarity_representation.png
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buttons:
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- type: preprint
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text: Preprint
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link: https://osf.io/preprints/psyarxiv/fm9vz_v1
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- type: data
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text: Data and Code
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link: https://github.com/mdlee/orientationModeling
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tags:
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- representation
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- cognitive modeling
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- psychological similarity
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- working memory
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- id: doi:10.1162/jocn.a.96
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authors:
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- Piotr Styrkowiec
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- multivariate decoding
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- spatial attention
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- representations
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- pointers
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- memory reproduction
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- id: doi:10.1037/xge0001479
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date: '2023-09-11'

_members/michael-lee.md

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---
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name: Michael Lee
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image: images/members/mdlee.jpg
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role: collaborator
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aliases:
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- Michael Lee
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- Michael D. Lee
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links:
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email: mdlee@uci.edu
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website: https://faculty.sites.uci.edu/mdlee/
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---
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# Personal Background
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I grew up in Adelaide in South Australia, and finished a PhD with Doug Vickers at the University of Adelaide in 1997. I spent 5 years post-PhD at the Defence Science and Technology Organisation doing research for intelligence analysts. I returned to the Department of Psychology at the University of Adelaide in 2001 as a faculty member, before moving to UC Irvine in 2006. I think of California as home, and I would like to think of Amsterdam as a second home. (I definitely think of Amsterdam as the perfect antidote to southern California with old buildings, public transport, great bread and beer, and crappy weather).
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# Research Summary
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My research involves the development, evaluation, and application of models of cognition including representation, memory, learning, and decision making, with a special focus on individual differences and collective cognition. Much of my research uses naturally occurring behavioral data, and tries to pursue a solution-oriented approach to empirical science, in which the research questions are generated from real-world problems. My methods involve probabilistic generative modeling, and Bayesian methods of computational analysis.

images/members/mdlee.jpg

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research/index.md

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## Recent Publications
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{% include citation.html lookup="Item-based Parsing of Dynamic Scenes in a Combined Attentional Tracking and
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Working Memory Task" style="rich" %}
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{% include citation.html lookup="Item-based Parsing" style="rich" %}
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{% include citation.html lookup="Object-based encoding constrains storage in visual working memory" style="rich" %}
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