Jacobian, Hessian, and Gradient
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