SCHEDULE

Measurement and Signal

  • Readings: Huettel, ch 7
  • Videos: Principles of fMRI Modules 5-8
  • Lab: Introduction to Python
  • Lab: Introduction to Data Frames & Plotting

Image Processing

  • Readings: Poldrack ch 1,2
  • Videos: Principles of fMRI Modules 9
  • Lab: Introduction to Neuroimaging Data
  • Lab: Signal vs Noise with ICA

Signal Processing

  • Readings: Cohen ch 10, 11
  • Videos: Cohen lecturelets
  • Lab: Signal Processing Basics

Data Preprocessing

  • Readings: Poldrack ch 3,4
  • Videos: Principles of fMRI Modules 13-14
  • Lab: Preprocessing with Nipype Quickstart
  • Lab: Building Preprocessing Worklows with Nipype
  • Lab: Automated Preprocessing with fMRIprep

General Linear Model

  • Readings: Poldrack ch 5
  • Videos: Principles of fMRI Modules 15-22
  • Lab: Introduction to the General Linear Model
  • Lab: Modeling Single Subject Data

Group Analysis

  • Readings: Poldrack ch 6
  • Videos: Principles of fMRI Modules 23-25
  • Lab:

Multiple Comparisons

  • Readings: Poldrack ch 7
  • Videos: Principles of fMRI Modules 26-29
  • Lab:

Connectivity

  • Readings: Poldrack ch 8
  • Videos:
  • Lab:

Prediction/Classification

  • Readings: Poldrack ch 9
  • Videos:
  • Lab:

Representational Similarity Analysis

  • Readings: Haxby et al., 2014; Kriegeskorte et al., 2008
  • Videos:
  • Lab:

Intersubject Synchrony

  • Readings: Hasson et al., 2011; Nummenmaa et al, 2018
  • Videos:
  • Lab: