Borwein J. Convex Analysis and Nonlinear Optimization. Theory and Examples 2005

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Textbook in PDF format

Background
Inequality constraints
Fenchel duality
Convex analysis
Special cases
Nonsmooth optimization
The Karush-Kuhn-Tucker theorem
Fixed points
Postscript: infinite versus finite dimensions

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