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minimization-algorithm

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a lightweight header-only C++17 library of numerical optimization methods for (un-)constrained nonlinear functions and expression templates

  • Updated May 3, 2026
  • C++

➗ This work presents a thorough analysis of a quadratic optimization model, confirming convexity, coercivity, and the exact global minimum. It compares gradient descent and Newton’s method, highlighting Newton’s superior efficiency when the Hessian is invertible.

  • Updated Nov 11, 2025
  • Python

This is a repository associated with the chapter book "Towards optimal sampling for learning sparse approximations in high dimensions" by Ben Adcock, Juan M. Cardenas, Nick Dexter and Sebastian Moraga to be published by Springer in late 2021, available at https://arxiv.org/abs/2202.02360

  • Updated May 22, 2024
  • MATLAB

These are my university projects on the discipline "Numerical methods". I implemented various algorithms of numeric calculations such as: interpolation, approximation, integral calculation, solving equations, solving systems of linear algebraic equations (SLAE), minimization of quadratic function

  • Updated Jul 15, 2022
  • Jupyter Notebook

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