Introduction to Scientific Computing and Data Analysis

This textbook provides an introduction to numerical computing and its applications in science and engineering. The topics covered include those usually found in an introductory course, as well as those that arise in data analysis. This includes optimization and regression-based methods using a singu...

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Kaydedildi:
Detaylı Bibliyografya
Yazar: Holmes, Mark H. (Yazar)
Müşterek Yazar: SpringerLink (Online service)
Materyal Türü: Elektronik Ekitap
Dil:İngilizce
Baskı/Yayın Bilgisi: Cham : Springer International Publishing : Imprint: Springer, 2023.
Edisyon:2nd ed. 2023.
Seri Bilgileri:Texts in Computational Science and Engineering, 13
Konular:
Online Erişim:https://doi.org/10.1007/978-3-031-22430-0
Etiketler: Etiketle
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İçindekiler:
  • Preface
  • Preface to Second Edition
  • Introduction to Scientific Computing
  • Solving a Nonlinear Equation
  • Matrix Equations
  • Eigenvalue Problems
  • Interpolation
  • Numerical Integration
  • Initial Value Problems
  • Optimization: Regression
  • Optimization: Descent Methods
  • Data Analysis
  • Taylor's Theorem
  • Vector and Matrix Summary
  • Answers
  • References
  • Index.