Convex Optimization (EE364B)

Convex Optimization (EE364B)

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Concentrates on recognizing and solving convex optimization problems that arise in engineering. Convex sets, functions, and optimization problems. Basics of convex analysis. Least-squares, linear and quadratic programs, semidefinite programming, minimax, extremal volume, and other problems. Optimali…

Stephen Boyd


    • Jul 17, 2008 LATEST EPISODE
    • infrequent NEW EPISODES
    • 1h 13m AVG DURATION
    • 18 EPISODES


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    Latest episodes from Convex Optimization (EE364B)

    1. Convex Optimization II Lecture 1

    Play Episode Listen Later Jul 17, 2008 61:36


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd's first lecture is on the course requirements and homework assignments.

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    2. Convex Optimization II Lecture 2

    Play Episode Listen Later Jul 17, 2008 67:26


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd continues subgradients.

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    3. Convex Optimization II Lecture 3

    Play Episode Listen Later Jul 17, 2008 74:44


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd covers subgradient methods.

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    4. Convex Optimization II Lecture 4

    Play Episode Listen Later Jul 17, 2008 79:02


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd lectures on subgradient methods for constrained problems.

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    5. Convex Optimization II Lecture 5

    Play Episode Listen Later Jul 17, 2008 75:33


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd introduces stochastic programing and the localization and cutting-plane methods.

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    6. Convex Optimization II Lecture 6

    Play Episode Listen Later Jul 17, 2008 72:25


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd lectures on the localization and cutting-plane methods and then moves into the Analytic center cutting-plane methods.

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    7. Convex Optimization II Lecture 7

    Play Episode Listen Later Jul 17, 2008 74:14


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd finishes his lecture on Analytic center cutting-plane method, and begins Ellipsoid methods.

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    8. Convex Optimization II Lecture 8

    Play Episode Listen Later Jul 17, 2008 71:04


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd introduces primal and dual decomposition methods.

    lecture optimization convex professor boyd professor stephen boyd
    9. Convex Optimization II Lecture 9

    Play Episode Listen Later Jul 17, 2008 70:11


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd concludes his lecture on primal and dual decomposition methods.

    lecture optimization convex professor boyd professor stephen boyd
    10. Convex Optimization II Lecture 10

    Play Episode Listen Later Jul 17, 2008 77:27


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd introduces a new topic, Decomposition Applications.

    lecture optimization convex professor boyd professor stephen boyd
    11. Convex Optimization II Lecture 11

    Play Episode Listen Later Jul 17, 2008 76:09


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd lectures on Sequential Convex Programming.

    lecture optimization convex professor boyd professor stephen boyd
    12. Convex Optimization II Lecture 12

    Play Episode Listen Later Jul 17, 2008 72:47


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd finishes his talk on Sequential Convex Programming and begins a lecture on Conjugate Gradient Methods.

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    13. Convex Optimization II Lecture 13

    Play Episode Listen Later Jul 17, 2008 74:40


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd continues his lecture on Conjugate Gradient Methods and then starts lecturing on the Truncated Newton Method.

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    14. Convex Optimization II Lecture 14

    Play Episode Listen Later Jul 17, 2008 72:44


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd continues his lecture on the Truncated Newton Method then moves into L1-Norm Methods for Convex-Cardinality Problems.

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    15. Convex Optimization II Lecture 15

    Play Episode Listen Later Jul 17, 2008 62:57


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd continues lecturing on L1 Methods for Convex-Cardinality Problems.

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    16. Convex Optimization II Lecture 16

    Play Episode Listen Later Jul 17, 2008 79:16


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd introduces a new topic- Model Predictive Control.

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    17. Convex Optimization II Lecture 17

    Play Episode Listen Later Jul 17, 2008 77:03


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd lectures on Stochastic Model Predictive Control, he then begins discussing Branch-and-bound methods.

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    18. Convex Optimization II Lecture 18

    Play Episode Listen Later Jul 17, 2008 78:51


    Lecture by Professor Stephen Boyd for Convex Optimizations II (EE 364B) in the Stanford Electrical Engineering department. Professor Boyd's final lecture of the quarter is on Branch-and-bound methods.

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