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CMS/CAIMS Books in Mathematics- Numerical Analysis: A Graduate Course

A Graduate Course
Auteur David E. Stewart
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CMS/CAIMS Books in Mathematics- Numerical Analysis: A Graduate Course
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CMS/CAIMS Books in Mathematics- Numerical Analysis: A Graduate Course
CMS/CAIMS Books in Mathematics- Numerical Analysis: A Graduate Course
Als nieuw
40,90
1151700257
ISBN
9783031081200
Bindwijze
Hardcover
Taal
Engels
Auteur
David E. Stewart
Uitgeverij
Springer International Publishing Ag
Jaar van uitgifte
2022
Aantal pagina's
632

Waar gaat het over?

This book aims to introduce graduate students to the many applications of numerical computation, explaining in detail both how and why the included methods work in practice. This book aims to introduce graduate students to the many applications of numerical computation, explaining in detail both how and why the included methods work in practice. The text addresses numerical analysis as a middle ground between practice and theory, addressing both the abstract mathematical analysis and applied computation and programming models instrumental to the field. While the text uses pseudocode, Matlab and Julia codes are available online for students to use, and to demonstrate implementation techniques. The textbook also emphasizes multivariate problems alongside single-variable problems and deals with topics in randomness, including stochastic differential equations and randomized algorithms, and topics in optimization and approximation relevant to machine learning. Ultimately, it seeks to clarify issues in numerical analysis in the context of applications, and presenting accessible methods to students in mathematics and data science.
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