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In this book, we interesting to deterministic methods via stochastic perturbation like reduced gradient and its generalization method, sub-gradient method for solving global optimization problems, nonsmooth optimization mathematical modelling, multi objectifs optimization and binary programming. The application are given for: water distribution system, image processing, machine learning and regression analysis.

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Abdelkrim EL MOUATASIM, born in 1973, received a Ph.D. degree in applied mathematics and scientific computation in 2007 from Mohammadia Engineering School in Rabat, Morocco. Currently he is an associate professor at Polydisciplinary Faculty of Ouarzazate, Ibn Zohr University, Morocco. His research interests include global optimization modelling.

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