Foundations of Applied Mathematics, Volume 2: Algorithms, Approximation, Optimization - Rilegato

Jeffrey Humpherys (author) & Tyler J. Jarvis (author)

 
9781611976052: Foundations of Applied Mathematics, Volume 2: Algorithms, Approximation, Optimization
Rilegato
ISBN 10: 1611976057 ISBN 13: 9781611976052
Casa editrice: SIAM - Society for Industrial and Applied Mathematics, 2020

Sinossi

In this second book of what will be a four-volume series, the authors present, in a mathematically rigorous way, the essential foundations of both the theory and practice of algorithms, approximation, and optimization―essential topics in modern applied and computational mathematics. This material is the introductory framework upon which algorithm analysis, optimization, probability, statistics, machine learning, and control theory are built.

This text gives a unified treatment of several topics that do not usually appear together: the theory and analysis of algorithms for mathematicians and data science students; probability and its applications; the theory and applications of approximation, including Fourier series, wavelets, and polynomial approximation; and the theory and practice of optimization, including dynamic optimization.

When used in concert with the free supplemental lab materials, Foundations of Applied Mathematics, Volume 2: Algorithms, Approximation, Optimization teaches not only the theory but also the computational practice of modern mathematical methods. Exercises and examples build upon each other in a way that continually reinforces previous ideas, allowing students to retain learned concepts while achieving a greater depth. The mathematically rigorous lab content guides students to technical proficiency and answers the age-old question “When am I going to use this?”

This textbook is geared toward advanced undergraduate and beginning graduate students in mathematics, data science, or machine learning.

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

Editore
SIAM - Society for Industrial and Applied Mathematics
Data di pubblicazione
2020
Lingua
Inglese
ISBN 10 
1611976057
ISBN 13 
9781611976052
Rilegatura
Copertina rigida
Numero di pagine
820
Contatto del produttore
non disponibile
Persona responsabile
non disponibile