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Neuroscience Graduate Program at UCSF

NS248 - Winter 2010

NS248 - Winter 2010
Neural and Behavioral Data Analysis

Course Director: Loren Frank
E-mail: loren@phy.ucsf.edu

Prerequisite: NS201A and NS201B or permission of the course director.

First Class: Thursday, January 7, 2010
Classes are held on Tuesday and Thursday mornings from 10:00-12:00am on the Parnassus Campus. Please see schedule for locations.
Attendance is expected (for those taking the course for credit)

Course Description:
This advanced course will provide an in-depth introduction to methods and techniques used for the analysis of neural and behavioral data. The following topics will be discussed: probability and probability distributions, descriptive statistics for gaussian and non-gaussian data, regression, auto and cross correlations, reverse correlation, information theory and likelihood based model building for both neural and behavioral data. The course will involve substantial programming in Matlab and previous Matlab experience is strongly recommended. Students will be expected to attend all of the lectures, complete the weekly problem sets and present solutions to the problem sets in the weekly discussion section. There will also be a final project.

Course Materials:
Materials are located here: http://phy.ucsf.edu/~loren/NS248

Course Schedule:

Date
Time
Room
Topic
Lecturer
January
Tues. Jan. 5, 2010
No Class
Thurs. Jan 7, 2010
10am-12pm
U-460
Probability
Loren Frank
Tues. Jan. 12, 2010
10am-12pm
C-130
Probability Problem Set
Loren Frank
Thurs. Jan 14, 2010
10am-12pm
U-460
Distributions
Loren Frank
Tues. Jan. 19, 2010
10am-12pm
C-130
Distributions Problem Set
Loren Frank
Thurs. Jan 21, 2010
10am-12pm
U-460
Hypothesis Testing
Loren Frank
Tues. Jan. 26, 2010
10am-12pm
C-130
Hypothesis Testing PS
Loren Frank
Thurs. Jan. 28, 2010
10am-12pm
U-460
Resampling
Philip Sabes
February
Tues. Feb. 2, 2010
10am-12pm
C-130
Resampling Problem Set
Philip Sabes
Thurs. Feb. 4, 2010
10am-12pm
U-460
Regression
Loren Frank
Tues. Feb. 9, 2010
10am-12pm
C-130
Regression Problem Set
Loren Frank
Thurs. Feb. 11, 2010
10am-12pm
U-460
Poisson Processes
Loren Frank
Tues. Feb. 16, 2010
10am-12pm
C-130
Poisson Processes PS
Loren Frank
Thurs. Feb. 18, 2010
10am-12pm
U-460
Information Theory
Surya Ganguli
Tues. Feb. 23, 2010
10am-12pm
C-130
Information Theory PS
Surya Ganguli
Thurs. Feb. 25, 2010
No class – Cosyne
March
Tues. March 2, 2010
No class – Cosyne
Thurs. March 4, 2010
10am-12pm
U-460
Conditional Intensity
Loren Frank
Tues. March 9, 2010
10am-12pm
C-130
Conditional Intensity PS
Loren Frank
Thurs. March 11, 2010
10am-12pm
U-460
Continuous Signals
Loren Frank
Tues. March 16, 2010
10am-12pm
C-130
Continuous Signals PS
Loren Frank
Thurs. March 18, 2010
10am-12pm
U-460
Maximum likelihood / Adaptive Estimation
Loren Frank
Tues. March 23, 2010
10am-12pm
C-130
Maximum likelihood / AE PS
Loren Frank
Thurs. March 25, 2010
10am-11am
U-460
Course Evaluation
Peter Ohara

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