Session Overview
In calculus, the second derivative decides whether a critical point of y(x) is a minimum. For functions of multiple variables, the test is whether a matrix of second derivatives is positive definite. In this session we learn several ways of testing for positive definiteness and also how the shape of the graph of ƒ(x) = xT Ax is determined by the entries of A. |
Session Activities
Lecture Video and Summary
- Watch the video lecture
Positive Definite Matrices and Minima (00:50:40)
Lecture 27: Positive Definite Matrices and Minima
> Download from iTunes U (MP4 - 108MB)
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- Read the accompanying lecture summary (PDF)
- Lecture video transcript (PDF)
Suggested Reading
- Read Section 6.5 in the 4th or 5th edition.
Problem Solving Video
- Watch the recitation video on
Positive Definite Matrices and Minima (00:12:49)
Problem Solving: Positive Definite Matrices and Minima
> Download from iTunes U (MP4 - 28MB)
> Download from Internet Archive (MP4 - 28MB)
- Recitation video transcript (PDF)
Check Yourself
Problems and Solutions
Work the problems on your own and check your answers when you're done.