Classical and Modern Optimization Carlier Guillaume
Classical and Modern Optimization Carlier Guillaume The quest for the optimal is ubiquitous in nature and human behavior. The approach is rich and flexible enough to address smooth and non-smooth,…
Specifikacia Classical and Modern Optimization Carlier Guillaume
Classical and Modern Optimization Carlier Guillaume
The quest for the optimal is ubiquitous in nature and human behavior. The approach is rich and flexible enough to address smooth and non-smooth, convex and non-convex, finite or infinite-dimensional, static or dynamic situations. The field of mathematical optimization has a long history and remains active today, particularly in the development of machine learning.Classical and Modern Optimization presents a self-contained overview of classical and modern ideas and methods in approaching optimization problems.
The remaining chapters are dedicated to more specialized topics and applications.Valuable to a wide audience, including students in mathematics, engineers, data scientists The first chapters of the book are devoted to the classical toolbox: topology and functional analysis, differential calculus, convex analysis and necessary conditions for differentiable constrained optimization.