Name: Continuous Optimization for Data Science (en Inglés)
Price: 72.28 USD
Availability: InStock
Author: Moshe Haviv
ISBN: 9789819801503

portada Continuous Optimization for Data Science (en Inglés)

Continuous Optimization for Data Science (en Inglés)

Formato

Libro Físico

Editorial

World Scientific Publishing Company

Autor

Moshe Haviv

Idioma

Inglés

N° páginas

320

Encuadernación

Tapa Blanda

ISBN13

9789819801503

Continuous Optimization for Data Science (en Inglés)

Moshe Haviv (Autor) · World Scientific Publishing Company · Tapa Blanda

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Reseña del libro "Continuous Optimization for Data Science (en Inglés)"

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.