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Classical and Modern Optimization - Advanced Textbooks in Mathematics Carlier, Guillaume (Universite Paris Dauphine, France)
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Classical and Modern Optimization - Advanced Textbooks in Mathematics
Carlier, Guillaume (Universite Paris Dauphine, France)
The quest for the optimal is ubiquitous in nature and human behavior. 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 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 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. The remaining chapters are dedicated to more specialized topics and applications. Valuable to a wide audience, including students in mathematics, engineers, data scientists or economists, Classical and Modern Optimization contains more than 200 exercises to assist with self-study or for anyone teaching a third- or fourth-year optimization class.
358 pages
| Mediji | Grāmatas Paperback Book (Grāmata ar mīksto vāku un līmēto muguru) |
| Izlaists | 2022. gada 7. aprīlis |
| ISBN13 | 9781800610866 |
| Izdevēji | World Scientific Europe Ltd |
| Lapas | 388 |
| Izmēri | 228 × 152 × 24 mm · 554 g |
| Valoda | Angļu |
