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：
ジョンズ・ホプキンズ大学（Johns Hopkins University）
コロラド大学ボルダー校（University of Colorado Boulder）
Principles of fMRI 2
ジョンズ・ホプキンズ大学（Johns Hopkins University）このコースについて
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約8時間で修了
英語
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100%オンライン
自分のスケジュールですぐに学習を始めてください。
柔軟性のある期限
スケジュールに従って期限をリセットします。
約8時間で修了
英語
字幕：英語
提供：
ジョンズ・ホプキンズ大学（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.
コロラド大学ボルダー校（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.
シラバス - 本コースの学習内容
2時間で修了
Week 1
This week we will discuss psychological and behavioral inference, as well as advanced experimental design.
2時間で修了
8件のビデオ （合計103分）, 1 reading, 1 quiz
8件のビデオ
Module 1B: Crises in neuroscience and psychology: Problems and solutions14 分
Module 2A: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond11 分
Module 2B: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond13 分
Module 3: Meta Analysis10 分
Module 4: Using meta-analysis to improve inference12 分
Module 5: Optimizing acquisition for your study goals18 分
Module 6: Resting-state fMRI7 分
1件の学習用教材
Syllabus10 分
1の練習問題
Quiz 128 分
2時間で修了
Week 2
This week we will continue with advanced experimental design, and also discuss advanced GLM modeling.
2時間で修了
11件のビデオ （合計119分）
11件のビデオ
Module 7B: Advanced Experimental Design I - Fundamentals of design efficiency12 分
Module 8: Advanced Experimental Design II – Efficiency in fMRI10 分
Module 9: Advanced Experimental Design III – Optimizing experimental designs with genetic algorithms12 分
Module 10: Model building: Parametric modulators8 分
Module 11: Basis Sets II: Smooth FIR, HTW, Basis sets at 2nd level11 分
Module 12A: Multicolinearity and diagnostics10 分
Module 12B: Multicolinearity and diagnostics8 分
Module 13: Robust regression14 分
Module 14A: Practical group analysis: Procedures and checks9 分
Module 14B: Practical group analysis: Procedures and checks10 分
1の練習問題
Quiz 222 分
2時間で修了
Week 3
This week we will focus on brain connectivity.
2時間で修了
8件のビデオ （合計77分）
8件のビデオ
Module 16: Functional Connectivity9 分
Module 17: Multivariate Decomposition Methods9 分
Module 18: Dynamic Connectivity9 分
Module 19: Network Analysis I – Graph theory10 分
Module 20: Effective Connectivity9 分
Module 21: Mediation, moderation, and structural models12 分
Module 21B: Mediation, moderation, and structural models11 分
1の練習問題
Quiz 324 分
2時間で修了
Week 4
This week we will focus on multi-voxel pattern analysis.
2時間で修了
10件のビデオ （合計90分）
10件のビデオ
Module 23: Directed graphs: Granger causality9 分
Module 24: Principles of causal inference12 分
Module 25: Multi-voxel Pattern Analysis: A neuroscientific perspective10 分
Module 25B: Multi-voxel Pattern Analysis: A neuroscientific perspective7 分
Module 26: MVPA Intro10 分
Module 27: Performing MVPA I9 分
Module 28: Performing MVPA II5 分
Module 29: MVPA-PM Example – NPS - Expand: Social and physical pain10 分
Module 29B: MVPA-PM Example – NPS - Expand: Social and physical pain7 分
1の練習問題
Quiz 424 分
レビュー
PRINCIPLES OF FMRI 2 からの人気レビュー
AJにより2018年11月11日
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.
FSにより2018年5月9日
Comprehensive, Informative & exciting course... highly recommended for Psychiatrists, or any mental health professionals interested in neuropsychiatry and neuroscience !
IFにより2019年7月29日
Excellent, thorough explanation of the computations and theory underlying fMRI analysis. I particularly enjoyed the emphasis on MVPA. Thanks!
JMにより2019年5月23日
Very good course. Best week is the last week. Its does a good overview of fMRI Statistical analysis and design of experiments.
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