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This book addresses stochastic optimization procedures in a broad manner. The first part offers an overview of relevant optimization philosophies the second deals with benchmark problems in depth, by applying a selection of optimization procedures. Written primarily with scientists and students from the physical and engineering sciences in mind, this book addresses a larger community of all who wish to learn about stochastic optimization techniques and how to use them