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awesome-mixed-nonlinear-programming Awesome

A list of videos, books and paper about Mixed‑integer nonlinear programming.

Videos

Title Lecturer Year Description
Mixed Integer Nonlinear Programming Ksenia Bestuzheva 2020 Good introduction to MINLP (a little background noise)
Solving Mixed-Integer Nonlinear Programming (MINLP) Problems Marcel Hunting 2016
Lec 28: MATLAB inbuilt functions: Nonlinear & Mixed Integer Nonlinear Programming Prakash Kotecha 2020 Discuss the built-in functions in the matlab optimization toolbox that provides MILP and MINLP
SciPy Beginner's Guide for Optimization John Hedengren 2016 Small tutorial using Scipy.Optimize.Minimize for solving a nonlinear objective function and nonlinear constraints

Papers and books

Software

  • FOSSEE Optimization Toolbox: Package for Scilab that offers several optimization routines (linear optimization, integer linear optimization, unconstrained optimization, bounded optimization and constrained optimization). The function calls and outputs are similar to those available in Matlab. Free!!!
  • Optimization Toolbox: Package for Matlab with several optimization routines. You need a licence for matlab and another specific one for the package.
  • IBM CPLEX Optimizer: Paid module, but very good.
  • GAMS

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