Continuous Optimization For Data Science

Language: English

Published by World Scientific Publishing Co Pte Ltd, SG, 2025

9819801508 / 9789819801503

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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.

Seller Inventory # LU-9789819801503

Title
Continuous Optimization For Data Science
Author
Moshe Haviv
Publisher
World Scientific Publishing Co Pte Ltd, SG
Publication year
2025
Condition
New
Binding
Paperback
Language
English
ISBN 10
9819801508
ISBN 13
9789819801503

Rarewaves.com UK

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