The above image is from the book Optimization in Practice with MATLAB® for Engineering Students and Professionals (by Achille Messac, PhD), Page-94.
I don't see the terms such as Mathematical Optimization or Convex Optimization (book) to be a part of this categorization.
What category do Mathematical Optimization and Convex Optimization belong to?