Summer 2015: CCNS: Computational Neuroscience Summer School: July 27-31, 2015

Workshop Information

July 27, 2015 - July 31, 2015

Schedule
Participant List
Speaker Abstracts and Titles

This summer school was held at The Solution Center, Durham, NC.

For July 27-31, 2015, the following instructors taught courses on five major research topics in computational neuroscience:

  • Neural Spike Train Analysis
    Mark A. Kramer, Boston University
    Uri Eden, Boston University
  • Compressed Sensing for Signal Processing
    Justin Romberg, Georgia Tech
  • Functional Data Analysis for Medical Imaging Data
    Hans-Georg Müller, University of California, Davis
    Jane-Ling Wang, University of California, Davis
  • Big-biomedical Data Integration and Analysis
    Jeffrey S. Morris, MD Anderson Cancer Center, University of Texas
    Hongtu Zhu, University of North Carolina-Chapel Hill
    Yu-Ping Wang, Tulane University
  • Shape Analysis and Diffeomorphisms for Medical Imaging Data
    Laurent Younes, Johns Hopkins University

 

The instructors gave an in-depth overview of each topic followed by problem/discussion sessions. Software packages were introduced to students with datasets to carry out some simple data analysis.

Potential Students
This summer school is targeted for graduate students, postdocs, and junior faculty from neuroscience, biomedical engineering, radiology, statistics, and applied mathematics. We may consider a limited number of applications from senior faculty.

Directorate Liaison: Thomas Witelski

If you need further information please send an email to [email protected]

Schedule

Monday, July 27, 2015
The Solution Center - Wilmington Room

7:45-8:00 a.m. Shuttle to The Solution Center (Meet in the Hotel Lobby)
8:00-8:15 Registration
8:15-8:20 Welcome and Introduction
Tom Witelski , Duke University and Hongtu Zhu, UNC-Chapel Hill
8:20-9:20 Neural Spike Train Analysis
Uri Eden, Boston University
Neural Spike Train Analysis 1: Introduction to Point Processes

Spike Train Analysis Using Generalized Linear Models

Modeling Your Spiking Data with Generalized Linear Models

EXAMPLES
9:20-9:40 Break
9:40-10:40 Neural Spike Train Analysis
10:40-11:00 Break
11:00-12:00 Neural Spike Train Analysis
12:00-1:00 Lunch - Currituck and Wilmington Rooms
1:00-2:00 Compressed Sensing
Justin Romberg, Georgia Institute of Technology
Mathematics and Applications of Compressed Sensing

The Basics of Sparse Representations

Mathematical Fundamentals of Compressive Sensing: Sparse Embeddings and Random Matrices

Mathematical Fundamentals of Compressive Sensing: Sparse Recovery using L_1 Minimization

Dynamic Reconstruction: Least-squares and L_1
2:00-2:20 Break
2:20-3:20 Compressed Sensing
3:20-3:40 Break
3:40-4:40 Compressed Sensing
4:45-5:00 Shuttle to Hotel (Dinner on your Own)

Tuesday, July 28, 2015
The Solution Center - Wilmington Room

7:45-8:00 a.m. Shuttle to The Solution Center (Meet in the Hotel Lobby)
8:00-8:20 Registration
8:20-9:20 Neural Spike Train Analysis
Mark Kramer, Boston University

An introduction to biophysical models (Part 1)

An introduction to biophysical models (Part 2)

An introduction to biophysical models (Part 3)

EXAMPLES
9:02-9:40 Break
9:40-10:40 Neural Spike Train Analysis
10:40-11:00 Break
11:00-12:00 Problem/Discussion Sessions
12:00-1:00 Lunch - Currituck and Wilmington Rooms
1:00-2:00 Compressed Sensing
Justin Romberg, Georgia Institute of Technology

Mathematical Fundamentals of Compressive Sensing: Low Rank Matrix Recovery

Optimization Basics

Discussion Questions
2:00-2:20 Break
2:20-3:20 Compressed Sensing
3:20-3:40 Break
3:40-4:40 Problem/Discussion Sessions
4:45-5:00 Shuttle to Hotel (Dinner on your Own)

Wednesday, July 29, 2015
The Solution Center - Wilmington Room

7:45-8:00 a.m. Shuttle to The Solution Center (Meet in the Hotel Lobby)
8:00-8:20 Registration
8:20-9:20 Functional Data Analysis
Jane-Ling Wang, University of California-Davis

Functional Data Analysis for Medical Imaging Data
9:20-9:40 Break
9:40-10:40 Functional Data Analysis
10:40-11:00 Break
11:00-12:00 Functional Data Analysis
12:00-1:00 Lunch - Currituck and Wilmington Rooms
1:00-2:00 Functional Data Analysis

Hans-Georg Müller, University of California-Davis

Lectures on Functional Data Analysis
2:00-2:20 Break
2:20-3:20 Functional Data Analysis
3:20-3:40 Break
3:40-4:40 Problem/Discussion Sessions
4:45-5:00 Shuttle to Hotel (Dinner on your Own)

Thursday, July 30, 2015
The Solution Center - Wilmington Room

7:45-8:00 a.m. Shuttle to The Solution Center (Meet in the Hotel Lobby)
8:00-8:20 Registration
8:20-9:20 Big Data Integration and Analysis
Jeffrey S. Morris, MD Anderson Cancer Center

Functional Regression Methods for Integration of Big Biomedical Imaging Data - Part 1
9:20-9:40 Break
9:40-10:40 Big Data Integration and Analysis

Functional Regression Methods for Integration of Big Biomedical Imaging Data - Part 2
10:40-11:00 Break
11:00-12:00 Big Data Integration and Analysis
Yu-Ping Wang, Tulane University

Integration of brain imaging, genomics, networks and biological knowledge information
12:00-1:00 Lunch – Currituck and Wilmington Rooms
1:00-2:00 Shape Analysis and Diffeomorphisms
Laurent Younes, Johns Hopkins University
2:00-2:20 Break
2:20-3:20 Shape Analysis and Diffeomorphisms
3:20-3:40 Break
3:40-4:40 Shape Analysis and Diffeomorphisms
4:45-5:00 Shuttle to Hotel (Dinner on your Own)

Friday, July 31, 2015
The Solution Center - Wilmington Room

7:45-8:00 a.m. Shuttle to The Solution Center (Meet in the Hotel Lobby)
8:00-8:20 Registration
8:20-9:20 Shape Analysis and Diffeomorphisms (Continued from Thursday)
9:20-9:40 Break
9:40-10:40 Shape Analysis and Diffeomorphisms
10:40-11:00 Break
11:00-12:00 Problem/Discussion Sessions
12:00-1:00 Lunch – Currituck and Wilmington Rooms
1:00-2:00 Big Data Integration and Analysis
Yu-Ping Wang, Tulane University
2:00-2:20 Break
2:20-3:20 Big Data Integration and Analysis
Hongtu Zhu, University of North Carolina

Big Data Integration in Biomedical Studies

Big Data Integration examples

Software for examples
3:20-3:40 Break
3:40-4:40 Big Data Integration and Analysis
4:40 Adjourn
4:45-5:00 Shuttle to RDU Airport or Hotel (Dinner on your Own)