Algorithms for Convex Optimization

Algorithms for Convex Optimization

Vishnoi, Nisheeth K.

Cambridge University Press

10/2021

200

Dura

Inglês

9781108482028

15 a 20 dias

660

Descrição não disponível.
1. Bridging continuous and discrete optimization; 2. Preliminaries; 3. Convexity; 4. Convex optimization and efficiency; 5. Duality and optimality; 6. Gradient descent; 7. Mirror descent and multiplicative weights update; 8. Accelerated gradient descent; 9. Newton's method; 10. An interior point method for linear programming; 11. Variants of the interior point method and self-concordance; 12. Ellipsoid method for linear programming; 13. Ellipsoid method for convex optimization.
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