This course covers the analysis of Functional Magnetic Resonance Imaging (fMRI) data. It is a continuation of the course “Principles of fMRI, Part 1”
教学大纲 - 您将从这门课程中学到什么
周
1完成时间为 2 小时
Week 1
This week we will discuss psychological and behavioral inference, as well as advanced experimental design.
8 个视频 （总计 103 分钟）, 1 个阅读材料, 1 个测验
8 个视频
Module 1B: Crises in neuroscience and psychology: Problems and solutions14分钟
Module 2A: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond11分钟
Module 2B: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond13分钟
Module 3: Meta Analysis10分钟
Module 4: Using meta-analysis to improve inference12分钟
Module 5: Optimizing acquisition for your study goals18分钟
Module 6: Resting-state fMRI7分钟
1 个阅读材料
Syllabus10分钟
1 个练习
Quiz 128分钟
周
2完成时间为 2 小时
Week 2
This week we will continue with advanced experimental design, and also discuss advanced GLM modeling.
11 个视频 （总计 119 分钟）, 1 个测验
11 个视频
Module 7B: Advanced Experimental Design I - Fundamentals of design efficiency12分钟
Module 8: Advanced Experimental Design II – Efficiency in fMRI10分钟
Module 9: Advanced Experimental Design III – Optimizing experimental designs with genetic algorithms12分钟
Module 10: Model building: Parametric modulators8分钟
Module 11: Basis Sets II: Smooth FIR, HTW, Basis sets at 2nd level11分钟
Module 12A: Multicolinearity and diagnostics10分钟
Module 12B: Multicolinearity and diagnostics8分钟
Module 13: Robust regression14分钟
Module 14A: Practical group analysis: Procedures and checks9分钟
Module 14B: Practical group analysis: Procedures and checks10分钟
1 个练习
Quiz 222分钟
周
3完成时间为 2 小时
Week 3
This week we will focus on brain connectivity.
8 个视频 （总计 77 分钟）, 1 个测验
8 个视频
Module 16: Functional Connectivity9分钟
Module 17: Multivariate Decomposition Methods9分钟
Module 18: Dynamic Connectivity9分钟
Module 19: Network Analysis I – Graph theory10分钟
Module 20: Effective Connectivity9分钟
Module 21: Mediation, moderation, and structural models12分钟
Module 21B: Mediation, moderation, and structural models11分钟
1 个练习
Quiz 324分钟
周
4完成时间为 2 小时
Week 4
This week we will focus on multi-voxel pattern analysis.
10 个视频 （总计 90 分钟）, 1 个测验
10 个视频
Module 23: Directed graphs: Granger causality9分钟
Module 24: Principles of causal inference12分钟
Module 25: Multi-voxel Pattern Analysis: A neuroscientific perspective10分钟
Module 25B: Multi-voxel Pattern Analysis: A neuroscientific perspective7分钟
Module 26: MVPA Intro10分钟
Module 27: Performing MVPA I9分钟
Module 28: Performing MVPA II5分钟
Module 29: MVPA-PM Example – NPS - Expand: Social and physical pain10分钟
Module 29B: MVPA-PM Example – NPS - Expand: Social and physical pain7分钟
1 个练习
Quiz 424分钟
4.7
19 个审阅热门审阅
Similar to the first installment of the series. I found this course enlightening and easily digestible, especially considering the advance material it discusses. Overall enjoyable experience.
Comprehensive, Informative & exciting course... highly recommended for Psychiatrists, or any mental health professionals interested in neuropsychiatry and neuroscience !
讲师
Martin Lindquist, PhD, MSc
Professor, BiostatisticsBloomberg School of Public Health | Johns Hopkins University
Tor Wager
PhDDepartment of Psychology and Neuroscience, The Institute of Cognitive Science | University of Colorado at Boulder
关于 约翰霍普金斯大学
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.
关于 科罗拉多大学波德分校
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.
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