Introduction to Optimization with Matlab(r) Examples
暫譯: 使用 Matlab(r) 範例的優化入門
Giron-Sierra, Jose Maria
相關主題
商品描述
The textbook provides a comprehensive yet practical look at optimization theory and applications, with examples and MATLAB programs. The author introduces concepts and methods with mathematical formulations followed by clear examples. The programs provided in MATLAB, inserted in text (being also downloadable), are useful for practicing the methods on the given examples, and for visualization of results. Topics covered include Linear Programming or Calculus of Variations, Quadratic Programming, Integer Programming, etc. After presenting basics, the book goes on to introduce further methodological steps, like Interior Point methods, Evolutionary approaches, Multi-objective Optimization and Decision-making (including Portfolio management), Games, and the application to sparse representations (also related to Machine Learning) and image processing. The reader can easily take initiative, exploring other examples or cases of own interest, by using/modifying the programs. The book is addressed to upper undergraduate and graduate students of engineering, mathematics and other sciences, computer studies, economics, and management.
商品描述(中文翻譯)
這本教科書提供了一個全面而實用的優化理論及其應用的概覽，並附有範例和 MATLAB 程式。作者以數學公式介紹概念和方法，隨後提供清晰的範例。書中提供的 MATLAB 程式（也可下載）對於在給定範例上練習這些方法以及結果的可視化非常有用。涵蓋的主題包括線性規劃（Linear Programming）或變分法（Calculus of Variations）、二次規劃（Quadratic Programming）、整數規劃（Integer Programming）等。在介紹基本概念後，書中進一步介紹了其他方法步驟，如內點法（Interior Point methods）、進化方法（Evolutionary approaches）、多目標優化（Multi-objective Optimization）和決策（Decision-making，包括投資組合管理 Portfolio management）、博弈（Games），以及稀疏表示的應用（也與機器學習 Machine Learning 相關）和影像處理。讀者可以輕鬆主動探索其他範例或自己感興趣的案例，通過使用/修改這些程式。這本書適合工程、數學及其他科學、計算機研究、經濟學和管理學的高年級本科生及研究生。
作者簡介
Prof. Jose M. Giron-Sierra was born in Valladolid, Spain. He received his Ph.D. in Physics in 1978, Universidad Complutense de Madrid, Spain. Prof. Giron-Sierra wrote more than 160 publications in various international journals. He is IEEE, AIAA, and Eurosim member and belongs to two IFAC Technical Committees. He is an emeritus professor with the Department of Computer Architecture and Automatic Control, Fac. CC. Fisicas, Universidad Complutense de Madrid, Spain.
作者簡介(中文翻譯)
Prof. Jose M. Giron-Sierra 出生於西班牙的巴利亞多利德。他於1978年在西班牙馬德里康普頓斯大學獲得物理學博士學位。Giron-Sierra 教授在各種國際期刊上發表了超過160篇論文。他是IEEE、AIAA和Eurosim的成員，並且屬於兩個IFAC技術委員會。他是西班牙馬德里康普頓斯大學計算機架構與自動控制系的名譽教授。
