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Selected Applications of Convex Optimization

Li Li (Autor)

Buch | Softcover

X, 140 Seiten

2015
Springer Berlin (Verlag)
9783662463550 (ISBN)

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This book focuses on the applications of convex optimization and highlights several topics, including support vector machines, parameter estimation, norm approximation and regularization, semi-definite programming problems, convex relaxation, and geometric problems. All derivation processes are presented in detail to aid in comprehension. The book offers concrete guidance, helping readers recognize and formulate convex optimization problems they might encounter in practice.

Preliminary Knowledge.- Support Vector Machines.- Parameter Estimations.- Norm Approximation and Regulariztion.- Semi-Definite Programing and Linear Matrix Inequalities.- Convex Relaxation.- Geometric Problems.

"Selected Applications of Convex Optimization is a brief book, only 140 pages, and includes exercises with each chapter. It would be a good supplemental text for an optimization or machine learning course." (John D. Cook, MAA Reviews, maa.org, December, 2015)

Erscheint lt. Verlag	9.4.2015
Reihe/Serie	Springer Optimization and Its Applications
Zusatzinfo	X, 140 p. 30 illus., 25 illus. in color.
Verlagsort	Berlin
Sprache	englisch
Maße	155 x 235 mm
Gewicht	242 g
Themenwelt	Mathematik / Informatik ► Mathematik
Themenwelt	Wirtschaft ► Betriebswirtschaft / Management
Schlagworte	Convex Optimization • Convex relaxation • Data Mining • expectation maximization • Linear Matrix Inequalities • Support Vector Machines
ISBN-13	9783662463550 / 9783662463550
Zustand	Neuware