Title

A meta-analysis on reasoning using Bayesian Meta-Analysis on the Cortical Surface (BMACS)

Alternative Title

피질 표면에서의 베이지안 메타-분석 (BMACS)을 이용한 추론 과정의 메타-분석

DGIST Authors

Minho Shin ; Hyeon-Ae Jeon ; Jinsoo Seo

Advisor

전현애

Co-Advisor(s)

Jinsoo Seo

Issued Date

2021

Awarded Date

2021/02

Citation

Minho Shin. (2021). A meta-analysis on reasoning using Bayesian Meta-Analysis on the Cortical Surface (BMACS). doi: 10.22677/thesis.200000366213

Type

Thesis

Subject

meta-analysis, reasoning, spatial process model, cortical surface, BMACS, 메타-분석, 추론, 점 과정 모델, 피질 표면

Table Of Contents

I. INTRODUCTION 1
II. METHODS 6
2.1. Data Collection 6
2.2. Preprocessing 7
2.3. Bayesian Meta-Analysis of the Cortical Surface (BMACS) 8
2.4. Posterior Analysis 10
2.5. Bayesian Spatial Point Process Classifier 11
2.6. Multi-Level Kernel Density Analysis 12
2.7. Validating BMACS on a Working Memory Dataset 13
2.8. Simulation 14
III. RESULTS 15
3.1. Reasoning-specific maps revealed by BMACS in comparison with MKDA 15
3.2. Better classification accuracies in BMACS than in MKDA 20
3.3. Validation of BMACS via successfully reproducing results from a previous study 22
3.4. Validation of BMACS via successful parameter recovery 24
IV. DISCUSSION 26
References 34

URI

http://dgist.dcollection.net/common/orgView/200000366213
http://hdl.handle.net/20.500.11750/16726

DOI

10.22677/thesis.200000366213

Degree

Master

Department

Brain and Cognitive Sciences

Publisher

DGIST

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