关于此课程： This course covers the analysis of Functional Magnetic Resonance Imaging (fMRI) data. It is a continuation of the course “Principles of fMRI, Part 1”
制作方： Johns Hopkins University, University of Colorado Boulder
教学方： Martin Lindquist, PhD, MSc, Professor, Biostatistics
Bloomberg School of Public Health | Johns Hopkins University
教学方： Tor Wager, PhD
Department of Psychology and Neuroscience, The Institute of Cognitive Science | University of Colorado at Boulder
| 语言 | English |
| 如何通过 | 通过所有计分作业以完成课程。 |
| 用户评分 |
授课大纲
第 1 周
Week 1
This week we will discuss psychological and behavioral inference, as well as advanced experimental design.
8 视频, 1 阅读材料
- Reading: Syllabus
- 视频: Module 1B: Crises in neuroscience and psychology: Problems and solutions
- 视频: Module 2A: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond
- 视频: Module 2B: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond
- 视频: Module 3: Meta Analysis
- 视频: Module 4: Using meta-analysis to improve inference
- 视频: Module 5: Optimizing acquisition for your study goals
- 视频: Module 6: Resting-state fMRI
已评分: Quiz 1
第 2 周
Week 2
This week we will continue with advanced experimental design, and also discuss advanced GLM modeling.
11 视频
- 视频: Module 7B: Advanced Experimental Design I - Fundamentals of design efficiency
- 视频: Module 8: Advanced Experimental Design II – Efficiency in fMRI
- 视频: Module 9: Advanced Experimental Design III – Optimizing experimental designs with genetic algorithms
- 视频: Module 10: Model building: Parametric modulators
- 视频: Module 11: Basis Sets II: Smooth FIR, HTW, Basis sets at 2nd level
- 视频: Module 12A: Multicolinearity and diagnostics
- 视频: Module 12B: Multicolinearity and diagnostics
- 视频: Module 13: Robust regression
- 视频: Module 14A: Practical group analysis: Procedures and checks
- 视频: Module 14B: Practical group analysis: Procedures and checks
已评分: Quiz 2
第 3 周
Week 3
This week we will focus on brain connectivity.
8 视频
- 视频: Module 16: Functional Connectivity
- 视频: Module 17: Multivariate Decomposition Methods
- 视频: Module 18: Dynamic Connectivity
- 视频: Module 19: Network Analysis I – Graph theory
- 视频: Module 20: Effective Connectivity
- 视频: Module 21: Mediation, moderation, and structural models
- 视频: Module 21B: Mediation, moderation, and structural models
已评分: Quiz 3
第 4 周
Week 4
This week we will focus on multi-voxel pattern analysis.
10 视频
- 视频: Module 23: Directed graphs: Granger causality
- 视频: Module 24: Principles of causal inference
- 视频: Module 25: Multi-voxel Pattern Analysis: A neuroscientific perspective
- 视频: Module 25B: Multi-voxel Pattern Analysis: A neuroscientific perspective
- 视频: Module 26: MVPA Intro
- 视频: Module 27: Performing MVPA I
- 视频: Module 28: Performing MVPA II
- 视频: Module 29: MVPA-PM Example – NPS - Expand: Social and physical pain
- 视频: Module 29B: MVPA-PM Example – NPS - Expand: Social and physical pain
已评分: Quiz 4
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制作方
Johns Hopkins University
The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world.
University of Colorado Boulder
CU-Boulder is a dynamic community of scholars and learners on one of the most spectacular college campuses in the country. As one of 34 U.S. public institutions in the prestigious Association of American Universities (AAU), we have a proud tradition of academic excellence, with five Nobel laureates and more than 50 members of prestigious academic academies.
评分和审阅
You guys are amazing!! Excellent course!!
pretty great
Very useful and interesting
FS
Comprehensive, Informative & exciting course... highly recommended for Psychiatrists, or any mental health professionals interested in neuropsychiatry and neuroscience !