Selected Applications of Convex Optimization
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 pres...
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| Format: | eBook |
| Language: | English |
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Berlin, Heidelberg
Springer Berlin Heidelberg
2015, 2015
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| Edition: | 1st ed. 2015 |
| Series: | Springer Optimization and Its Applications
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| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- Preliminary Knowledge
- Support Vector Machines
- Parameter Estimations
- Norm Approximation and Regulariztion
- Semi-Definite Programing and Linear Matrix Inequalities
- Convex Relaxation
- Geometric Problems