Jacobian, Hessian, and Gradient

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Authors: Ahmed Al-Muraeb
Cited by: 0

Abstract

This chapter presents the vitally important—yet on the boarder AU: Should be “border line” here? line of linear algebra—topics of Jacobian, Hessian, and Gradient. In this presentation, the following are presented: Brief and sufficient mathematical descriptions of each of the topics at hand are provided. C++ implementations using CppAD (Algorithmic or Automatic Differentiation) library are explained.

Fields of Study & Subjects

Mathematical and Computational Methods Advanced Optimization Algorithms Research Numerical Methods and Algorithms

Publication details

Journal / source
Chapman & Hall/CRC eBooks
Pages
95–101
Publication date
28 January 2026
Language
EN
Document type
Book chapter