Stochastic Optimization Methods

Stochastic Optimization Methods

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Part I Basic Stochastic Optimization Methods: Decision/Control Under Stochastic Uncertainty.Deterministic substitute Problems in Optimal Decision.- Under Stochastic Uncertainty.- Part II Differentiation Methods: Differentiation Methods for Probability and Risk Functions.- Part III Deterministic Descent Directions: Deterministic Descent Directions and Efficient Points.- Part IV Semi-Stochastic Approximation Methods: RSM Based Stochastic Gradient Procedures.- Stochastic Approximation Methods with Changing Error Variances.- Part V Reliability Analysis of Structures/Systems: Computation of probabilities.- Part VI Appendix: Sequences, Series and Products.- Convergence Theorems for Stochastic Sequences.- Tools from Matrix Calculus. EAN/ISBN : 9783540794585 Publisher(s): Springer, Berlin Format: ePub/PDF Author(s): Marti, Kurt

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