2009 IMA PI Summer Program for Graduate Students:
The Mathematics of Inverse Problems
Week 1: Hyperbolic Inverse Problems
Week 2: Inverse Scattering
Week 3: Variational Analysis
All lectures are open to the public and will be held in Lerner 230
Lecture Schedule
Computing Information
Week 1: Hyperbolic Inverse Problems
William Symes and Rakesh
Lecture notes and materials
Symes lectures
Rakesh lectures
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Week 2: Inverse Scattering in the Frequency Domain
John Sylvester, David Colton, Fioralba Cakoni and Tilo Arens
Lecture notes and materials
Cakoni lectures
1
2
3
Arens lectures
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Week 3: Variational Analysis of Inverse Problems
Jonathan Borwein and Russell Luke
Recommended Texts
Borwein & Vanderwerff,
Convex Functions: Constructions, Characterizations and Counterexamples
(2009).
Borwein & Lewis,
Convex Analysis and Nonlinear Optimization
(2006).
Borwein & Zhu,
Techniques of Variational Analysis
(2005).
Boyd & Vandenbergh,
Convex Optimization
(2004) (available online).
Byrne,
Applied Iterative Methods
(2006) (available online)
Schedule of Topics
Day 1: Motivation and Overview.
Day 2: Convex Duality and Applications.
Day 3: Variational Principles and Applcations.
Day 4: Monotone and Nonexpansive Maps: algorithms and convergence.
Day 5: Algegbraic Reconstruction Methods and Interactive Geometry.
Materials
Borwein's links
Luke's index of materials
Chris Hamilton's Convex Analysis Toolkit
Paul Eggermont: Noisy Tikhonov Regularization
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Last Updated: 06/24/2009 21:02:35