Alternating Direction Method of Multipliers for Machine Learning

Alternating Direction Method of Multipliers for Machine Learning

Lin, Zhouchen; Fang, Cong; Li, Huan

Springer Verlag, Singapore

06/2022

263

Dura

Inglês

9789811698392

15 a 20 dias

600

Descrição não disponível.
Chapter 1. Introduction.- Chapter 2. Derivations of ADMM.- Chapter 3. ADMM for Deterministic and Convex Optimization.- Chapter 4. ADMM for Nonconvex Optimization.- Chapter 5. ADMM for Stochastic Optimization.- Chapter 6. ADMM for Distributed Optimization.- Chapter 7. Practical Issues and Conclusions.
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Alternating Direction Method of Multipliers;Lagrange Multiplier Method;Constrained Optimization;First-Order Optimization;Operator Splitting