Continuous Optimization For Data Science - Brossura

Haviv, Moshe

 
9789819801503: Continuous Optimization For Data Science
Brossura
ISBN 10: 9819801508 ISBN 13: 9789819801503
Casa editrice: WSPC, 2025

Sinossi

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.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Editore
WSPC
Data di pubblicazione
2025
Lingua
Inglese
ISBN 10 
9819801508
ISBN 13 
9789819801503
Rilegatura
Copertina flessibile
Numero di pagine
320
Contatto del produttore
World Scientific Publishing
https://www.worldscientific.com/

5 Toh Tuck Link
#01-01
596224
Singapore
Persona responsabile
GPSR Kontakt
gpsr@libri.de

Europaallee 1
Bad Hersfeld
36244
Germania

Altre edizioni note dello stesso titolo

9789811299193: Continuous Optimization For Data Science

Edizione in evidenza

ISBN 10:  9811299196 ISBN 13:  9789811299193
Casa editrice: WSPC, 2025
Rilegato