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Lectures on Stochastic Programming - Modeling and Theory (Hardcover, 3rd Revised edition)
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Lectures on Stochastic Programming - Modeling and Theory (Hardcover, 3rd Revised edition)
Series: MOS-SIAM Series on Optimization
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Lectures on Stochastic Programming: Modeling and Theory, Third
Edition covers optimization problems involving uncertain parameters
for which stochastic models are available. These problems occur in
almost all areas of science and engineering. This substantial
revision of the previous edition presents a modern theory of
stochastic programming, including expanded coverage of sample
complexity, risk measures, and distributionally robust
optimization: Chapter 6 is updated and the interchangeability
principle for risk measures is discussed in detail. Two new
chapters, 'Distributionally Robust Stochastic Programming' (DRSP)
and 'Computational Methods' provide readers with a solid
understanding of emerging topics. Chapter 8 presents new material
on formulation and numerical approaches to solving periodical
multistage stochastic programs. This book is written for
researchers and graduate students working on theory and
applications of optimization.
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