I higghly recommend this book for a starting point in Stochastic optimization. It is
perfectly suitable for a person with no background in this field. The best part is
Wiley has released the copyright on the book, and the authors made the text available to the scientific community: it can be downloaded for free. Folllow the link at the Stochastic Programming Community Home page (SP resources-Textbooks).

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