Acerca de este Curso
This course covers the analysis of Functional Magnetic Resonance Imaging (fMRI) data. It is a continuation of the course “Principles of fMRI, Part 1”
Globe

Curso 100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.
Clock

Aprox. 12 horas para completar

Sugerido: 5 hours/week
Comment Dots

English

Subtítulos: English
Globe

Curso 100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.
Clock

Aprox. 12 horas para completar

Sugerido: 5 hours/week
Comment Dots

English

Subtítulos: English

Syllabus - What you will learn from this course

1

Section
Clock
2 hours to complete

Week 1

This week we will discuss psychological and behavioral inference, as well as advanced experimental design. ...
Reading
8 videos (Total 103 min), 1 reading, 1 quiz
Video8 videos
Module 1B: Crises in neuroscience and psychology: Problems and solutions14m
Module 2A: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond11m
Module 2B: Pitfalls and Biases in Interpretation: Circularity, Reverse inference, Voodoo, and Beyond13m
Module 3: Meta Analysis10m
Module 4: Using meta-analysis to improve inference12m
Module 5: Optimizing acquisition for your study goals18m
Module 6: Resting-state fMRI7m
Reading1 readings
Syllabus10m
Quiz1 practice exercises
Quiz 128m

2

Section
Clock
2 hours to complete

Week 2

This week we will continue with advanced experimental design, and also discuss advanced GLM modeling....
Reading
11 videos (Total 119 min), 1 quiz
Video11 videos
Module 7B: Advanced Experimental Design I - Fundamentals of design efficiency12m
Module 8: Advanced Experimental Design II – Efficiency in fMRI10m
Module 9: Advanced Experimental Design III – Optimizing experimental designs with genetic algorithms12m
Module 10: Model building: Parametric modulators8m
Module 11: Basis Sets II: Smooth FIR, HTW, Basis sets at 2nd level11m
Module 12A: Multicolinearity and diagnostics10m
Module 12B: Multicolinearity and diagnostics8m
Module 13: Robust regression14m
Module 14A: Practical group analysis: Procedures and checks9m
Module 14B: Practical group analysis: Procedures and checks10m
Quiz1 practice exercises
Quiz 222m

3

Section
Clock
2 hours to complete

Week 3

This week we will focus on brain connectivity....
Reading
8 videos (Total 77 min), 1 quiz
Video8 videos
Module 16: Functional Connectivity9m
Module 17: Multivariate Decomposition Methods9m
Module 18: Dynamic Connectivity9m
Module 19: Network Analysis I – Graph theory10m
Module 20: Effective Connectivity9m
Module 21: Mediation, moderation, and structural models12m
Module 21B: Mediation, moderation, and structural models11m
Quiz1 practice exercises
Quiz 324m

4

Section
Clock
2 hours to complete

Week 4

This week we will focus on multi-voxel pattern analysis....
Reading
10 videos (Total 90 min), 1 quiz
Video10 videos
Module 23: Directed graphs: Granger causality9m
Module 24: Principles of causal inference12m
Module 25: Multi-voxel Pattern Analysis: A neuroscientific perspective10m
Module 25B: Multi-voxel Pattern Analysis: A neuroscientific perspective7m
Module 26: MVPA Intro10m
Module 27: Performing MVPA I9m
Module 28: Performing MVPA II5m
Module 29: MVPA-PM Example – NPS - Expand: Social and physical pain10m
Module 29B: MVPA-PM Example – NPS - Expand: Social and physical pain7m
Quiz1 practice exercises
Quiz 424m
4.7

Top Reviews

By FSMay 10th 2018

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

By PASep 29th 2016

Thanks a lot, both curses were very interesting and will help a lot in future research!

Instructors

Avatar

Martin Lindquist, PhD, MSc

Professor, Biostatistics

About 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....

About 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....

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