一个国外开发者写的Matlab工具箱，主要用于优化无无约束的问题。

Boyd所著经典凸优化理论书，机器学习方向必备，中英文版都有

an introduction to optimization 4th edition solution manual.pdf 最优化导论（第四版）课后习题答案

学习最优化的一本经典书籍，能够很好的了解一些优化的基本概念

NUMERICAL OPTIMIZATION presents a comprehensive and up-to-date description of the most effective methods in continuous optimization. It responds to the growing interest in optimization in engineering, science, and business by focusing on the methods that are best suited to practical problems. Drawing on their experiences in teaching, research, and consulting, the authors have produced a textbook that will be of interest to students and practitioners alike. Each chapter begins with the basic concepts and builds up gradually to the best techniques currently available. Because of the emphasis on practical methods, as well as the extensive illustrations and exercises, the book is accessible to a wide audience. It can be used as a graduate text in engineering, operations research, mathematics, computer science, and business. It also serves as a handbook for researchers and practitioners in the area. Above all, the authors have strived to produce a text that is pleasant to read, informative and rigorous--one that reveals both the beautiful nature of the discipline and its practical side.

关于凸分析和最优化的经典教材，机器学习重要参考书。

推荐系统重排之提升多样性方法——次模函数，详细讲解了次模函数原理。

Stochastic network optimization with application to communication and queueing systems， 经典的教材

这是一本关于鲁棒很好的一本书，很全面。有志研究这方面的博士或者研究生必不可少的读物！

基于K最短路径的多目标跟踪算法