Continuous Optimization For Data Science - Tapa blanda

Haviv, Moshe

 
9789819801503: Continuous Optimization For Data Science
Tapa blanda
ISBN 10: 9819801508 ISBN 13: 9789819801503
Editorial: WSPC, 2025

Sinopsis

The text is divided into three main parts: unconstrained optimization, constrained optimization, and linear programming. The first part addresses unconstrained optimization in single-variable and multivariable functions, introducing key algorithms such as steepest descent, Newton, and quasi-Newton methods. The second part focuses on constrained optimization, starting with linear equality constraints and extending to more general cases, including inequality constraints. It details optimality conditions, sensitivity analysis, and relevant algorithms for solving these problems. The third part covers linear programming, presenting the formulation of LP problems, the simplex algorithm, and sensitivity analysis. Throughout, the text provides numerous applications to data science, such as linear regression, maximum likelihood estimation, expectation-maximization algorithms, support vector machines, and linear neural networks.

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Editorial
WSPC
Año de publicación
2025
Idioma
Inglés
ISBN 10 
9819801508
ISBN 13 
9789819801503
Encuadernación
Tapa blanda
Número de páginas
320
Contacto del fabricante
World Scientific Publishing
https://www.worldscientific.com/

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ISBN 10:  9811299196 ISBN 13:  9789811299193
Editorial: WSPC, 2025
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