Abstract - IPAM

Abstract

Robustness and algorithmic complexity

John Doyle

California Institute of Technology

Much effort has gone towards attempts to connect algorithmic complexity with phase transition phenomena from statistical physics. This talk will offer a radically different perspective linking complexity with model fragility and ill-conditioning. This approach not only has greater explanatory power regarding existing issues, but has led to new classes of algorithms that seem remarkably effective on problems of practical interest.
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