CDS course discussion, Apr 2014

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Track Fall Winter Spring
Optimization and linear algebra

Linear Algebra & Applied Operator Theory

  • ACM 104/CDS 201 (Beck, Murray, Owhadi)
  • Vector spaces, including Banach and Hilbert spaces
  • Linear operators, dual spaces, decompositions

Introduction to Optimization

  • ACM 113 (Doyle, Owhadi, Tropp)
  • Convex analysis
  • Linear programming/duality
Stochastic systems

Introduction to Stochastic Processes and Modeling

  • ACM/EE 116 (Hassibi, Owhadi, Tropp)

Markov Chains, Discrete Stochastic Processes and Applications

  • ACM 216 (Owhadi, Tropp)
Robust Control

Modern Control Theory

  • CDS 212 (Doyle, Low, Murray)
  • Dynamics and stability in discrete and continuous time
  • Uncertainty and robustness
  • Fundamental limits: Bode, Shannon, Bode/Shannon

Algorithmic Game Theory

  • CS/Ec 241