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Stochastic Approximation: A Dynamical Systems Viewpoint

Hodnocení knihy

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Focusing on stochastic approximation algorithms, this advanced text offers a thorough exploration using the ordinary differential equation (ODE) approach. The second edition enhances the classical convergence analysis and incorporates recent advancements like concentration bounds, stability tests, and distributed schemes. It also addresses multiple time scales and general noise models, making it a valuable resource for graduate students in various disciplines as well as researchers and practitioners seeking a comprehensive reference on the subject.

Vydání

Nákup knihy

Stochastic Approximation: A Dynamical Systems Viewpoint, Vivek S. Borkar

Jazyk
Rok vydání
2024
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Doručení

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4,0
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1 Hodnocení

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Jazyk
anglicky
Rok vydání
2024
Vazba
pevná
Počet stran
292
ISBN13
9789819982769
Série
Hodnocení
4 z 5
Anotace
Focusing on stochastic approximation algorithms, this advanced text offers a thorough exploration using the ordinary differential equation (ODE) approach. The second edition enhances the classical convergence analysis and incorporates recent advancements like concentration bounds, stability tests, and distributed schemes. It also addresses multiple time scales and general noise models, making it a valuable resource for graduate students in various disciplines as well as researchers and practitioners seeking a comprehensive reference on the subject.