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The Unreasonable Effectiveness of Harmonic Analyis in Applications
GGAM Colloquium| Speaker: | Thomas Strohmer, UC Davis |
| Location: | 1147 MSB |
| Start time: | Fri, Oct 19 2012, 4:10PM |
Description
Harmonic Analysis was created as a tool for understanding the
equations of mathematical physics. Quite surprisingly, harmonic analysis
finds more and more applications outside of mathematical physics, as an
"unreasonably" effective tool of the modern information theory society.
This observation is underscored with the advent of Compressive Sensing,
a new paradigm for data acquisition, that has received enormous
attention from scientists, mathematicians, and engineers alike. I will
review the basic principles behind compressive sensing and discuss how
we have used these techniques to derive a powerful mathematical
framework for radar and remote sensing. Sparse and redundant
representations of functions, combined with techniques from convex
optimization and random matrix theory are the key ingredients in the
proofs. Furthermore, I will describe how ideas from compressive sensing
have inspired a new approach to the famous Phase Retrieval problem. Our
approach, called PhaseLift, shows that in some instances, the
combinatorial phase retrieval problem can be solved exactly by convex
programming techniques.
w/reception from 5:10-7:00p
