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In this book, we make readers familiar with Nonsmooth Optimization without getting involved in details. Next, we discuss an efficient algorithm in this area and generalize it for solving linearly constrained Nonconvex Nonsmooth optimization problems. The method is appropriate especially for solving large scale problems. It doesn't matter how large your objective function is, we only need to solve a single variable subproblem.