À propos de ce cours : This course covers the analysis of Functional Magnetic Resonance Imaging (fMRI) data. It is a continuation of the course “Principles of fMRI, Part 1”

Créé par : Johns Hopkins University, University of Colorado Boulder

Enseigné par : Martin Lindquist, PhD, MSc, Professor, Biostatistics
Bloomberg School of Public Health | Johns Hopkins University
Enseigné par : Tor Wager, PhD
Department of Psychology and Neuroscience, The Institute of Cognitive Science | University of Colorado at Boulder

Langue	English
Comment réussir	Réussissez tous les devoirs notés pour terminer le cours.
Notes des utilisateurs	4.7 étoiles Note moyenne des utilisateurs 4.7Voir ce que disent les étudiants

Programme de cours

SEMAINE 1

Week 1

This week we will discuss psychological and behavioral inference, as well as advanced experimental design.

8 vidéos, 1 lecture

Reading: Syllabus
Vidéo: Module 1B: Crises in neuroscience and psychology: Problems and solutions
Vidéo: Module 2A: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond
Vidéo: Module 2B: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond
Vidéo: Module 3: Meta Analysis
Vidéo: Module 4: Using meta-analysis to improve inference
Vidéo: Module 5: Optimizing acquisition for your study goals
Vidéo: Module 6: Resting-state fMRI

Noté: Quiz 1

SEMAINE 2

Week 2

This week we will continue with advanced experimental design, and also discuss advanced GLM modeling.

11 vidéos

Vidéo: Module 7B: Advanced Experimental Design I - Fundamentals of design efficiency
Vidéo: Module 8: Advanced Experimental Design II – Efficiency in fMRI
Vidéo: Module 9: Advanced Experimental Design III – Optimizing experimental designs with genetic algorithms
Vidéo: Module 10: Model building: Parametric modulators
Vidéo: Module 11: Basis Sets II: Smooth FIR, HTW, Basis sets at 2nd level
Vidéo: Module 12A: Multicolinearity and diagnostics
Vidéo: Module 12B: Multicolinearity and diagnostics
Vidéo: Module 13: Robust regression
Vidéo: Module 14A: Practical group analysis: Procedures and checks
Vidéo: Module 14B: Practical group analysis: Procedures and checks

Noté: Quiz 2

SEMAINE 3

Week 3

This week we will focus on brain connectivity.

8 vidéos

Vidéo: Module 16: Functional Connectivity
Vidéo: Module 17: Multivariate Decomposition Methods
Vidéo: Module 18: Dynamic Connectivity
Vidéo: Module 19: Network Analysis I – Graph theory
Vidéo: Module 20: Effective Connectivity
Vidéo: Module 21: Mediation, moderation, and structural models
Vidéo: Module 21B: Mediation, moderation, and structural models

Noté: Quiz 3

SEMAINE 4

Week 4

This week we will focus on multi-voxel pattern analysis.

10 vidéos

Vidéo: Module 23: Directed graphs: Granger causality
Vidéo: Module 24: Principles of causal inference
Vidéo: Module 25: Multi-voxel Pattern Analysis: A neuroscientific perspective
Vidéo: Module 25B: Multi-voxel Pattern Analysis: A neuroscientific perspective
Vidéo: Module 26: MVPA Intro
Vidéo: Module 27: Performing MVPA I
Vidéo: Module 28: Performing MVPA II
Vidéo: Module 29: MVPA-PM Example – NPS - Expand: Social and physical pain
Vidéo: Module 29B: MVPA-PM Example – NPS - Expand: Social and physical pain

Noté: Quiz 4

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Coursework

Each course is like an interactive textbook, featuring pre-recorded videos, quizzes and projects.

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Connect with thousands of other learners and debate ideas, discuss course material, and get help mastering concepts.

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Créateurs

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.

Notation et examens

Note moyenne 4.7 sur 5 sur 87 notes

Thank you again guys for your work!

Just amazing! It helps me a lot. I will recommend it to everyone working with me in the college. And these two teachers are lovely! Thanks!

Comprehensive, Informative & exciting course... highly recommended for Psychiatrists, or any mental health professionals interested in neuropsychiatry and neuroscience !