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Convex optimization theory

By: Bertsekas, Dimitri PMaterial type: TextTextPublication details: Hyderabad: University Press India, 2010. Description: xii, 407pISBN: 9788173717147Subject(s): DUALITY THEORY (MATHEMATICS) | CONVEX FUNCTIONS | MATHEMATICAL OPTIMIZATION | CONVEX PROGRAMMINGDDC classification: 514.17 Summary: An insightful, concise, and rigorous treatment of the basic theory of convex sets and functions in finite dimensions, and the analytical/geometrical foundations of convex optimization and duality theory. Convexity theory is first developed in a simple accessible manner, using easily visualized proofs. Then the focus shifts to a transparent geometrical line of analysis to develop the fundamental duality between descriptions of convex functions in terms of points, and in terms of hyper planes. Finally, convexity theory and abstract duality are applied to problems of constrained optimization, Fenchel and conic duality, and game theory to develop the sharpest possible duality results within a highly visual geometric framework.
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Item type Current library Call number Status Date due Barcode
NBHM Books NBHM Books SMS Library
514.17 BER-C (Browse shelf(Opens below)) Available N395

Includes bibliographical reference and index.

An insightful, concise, and rigorous treatment of the basic theory of convex sets and functions in finite dimensions, and the analytical/geometrical foundations of convex optimization and duality theory.
Convexity theory is first developed in a simple accessible manner, using easily visualized proofs. Then the focus shifts to a transparent geometrical line of analysis to develop the fundamental duality between descriptions of convex functions in terms of points, and in terms of hyper planes. Finally, convexity theory and abstract duality are applied to problems of constrained optimization, Fenchel and conic duality, and game theory to develop the sharpest possible duality results within a highly visual geometric framework.

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