This course covers the analysis of Functional Magnetic Resonance Imaging (fMRI) data. It is a continuation of the course “Principles of fMRI, Part 1”
提供方
约翰霍普金斯大学
科罗拉多大学波德分校
约翰霍普金斯大学
教學大綱 - 您將從這門課程中學到什麼
週
1完成時間為 2 小時
Week 1
This week we will discuss psychological and behavioral inference, as well as advanced experimental design.
8 個視頻 （總計 103 分鐘）, 1 個閱讀材料, 1 個測驗
8 個視頻
Module 1B: Crises in neuroscience and psychology: Problems and solutions14分鐘
Module 2A: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond11分鐘
Module 2B: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond13分鐘
Module 3: Meta Analysis10分鐘
Module 4: Using meta-analysis to improve inference12分鐘
Module 5: Optimizing acquisition for your study goals18分鐘
Module 6: Resting-state fMRI7分鐘
1 個閱讀材料
Syllabus10分鐘
1 個練習
Quiz 128分鐘
週
2完成時間為 2 小時
Week 2
This week we will continue with advanced experimental design, and also discuss advanced GLM modeling.
11 個視頻 （總計 119 分鐘）, 1 個測驗
11 個視頻
Module 7B: Advanced Experimental Design I - Fundamentals of design efficiency12分鐘
Module 8: Advanced Experimental Design II – Efficiency in fMRI10分鐘
Module 9: Advanced Experimental Design III – Optimizing experimental designs with genetic algorithms12分鐘
Module 10: Model building: Parametric modulators8分鐘
Module 11: Basis Sets II: Smooth FIR, HTW, Basis sets at 2nd level11分鐘
Module 12A: Multicolinearity and diagnostics10分鐘
Module 12B: Multicolinearity and diagnostics8分鐘
Module 13: Robust regression14分鐘
Module 14A: Practical group analysis: Procedures and checks9分鐘
Module 14B: Practical group analysis: Procedures and checks10分鐘
1 個練習
Quiz 222分鐘
週
3完成時間為 2 小時
Week 3
This week we will focus on brain connectivity.
8 個視頻 （總計 77 分鐘）, 1 個測驗
8 個視頻
Module 16: Functional Connectivity9分鐘
Module 17: Multivariate Decomposition Methods9分鐘
Module 18: Dynamic Connectivity9分鐘
Module 19: Network Analysis I – Graph theory10分鐘
Module 20: Effective Connectivity9分鐘
Module 21: Mediation, moderation, and structural models12分鐘
Module 21B: Mediation, moderation, and structural models11分鐘
1 個練習
Quiz 324分鐘
週
4完成時間為 2 小時
Week 4
This week we will focus on multi-voxel pattern analysis.
10 個視頻 （總計 90 分鐘）, 1 個測驗
10 個視頻
Module 23: Directed graphs: Granger causality9分鐘
Module 24: Principles of causal inference12分鐘
Module 25: Multi-voxel Pattern Analysis: A neuroscientific perspective10分鐘
Module 25B: Multi-voxel Pattern Analysis: A neuroscientific perspective7分鐘
Module 26: MVPA Intro10分鐘
Module 27: Performing MVPA I9分鐘
Module 28: Performing MVPA II5分鐘
Module 29: MVPA-PM Example – NPS - Expand: Social and physical pain10分鐘
Module 29B: MVPA-PM Example – NPS - Expand: Social and physical pain7分鐘
1 個練習
Quiz 424分鐘
4.7
20 個審閱熱門審閱
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 !
講師
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
關於 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.
關於 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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