Convex Optimization 在线电子书 图书标签: 数学 optimization 机器学习 优化 ConvexOptimization convex Mathematics Optimization
发表于2025-03-25
Convex Optimization 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025
Stephen Boyd的幽默感在四次元……
评分在看视频的时候读过这个书,给我感到最精彩的地方莫过于Lagrange Dual,给我的知识体系中添加了好大一块缺失的东西
评分青春回忆,一本令人愉悦的教材
评分classic introductory book on convex opt
评分前面的理论还是不错,易读。算法太少,作者好像只懂内点法
Convex optimization problems arise frequently in many different fields. This book provides a comprehensive introduction to the subject, and shows in detail how such problems can be solved numerically with great efficiency. The book begins with the basic elements of convex sets and functions, and then describes various classes of convex optimization problems. Duality and approximation techniques are then covered, as are statistical estimation techniques. Various geometrical problems are then presented, and there is detailed discussion of unconstrained and constrained minimization problems, and interior-point methods. The focus of the book is on recognizing convex optimization problems and then finding the most appropriate technique for solving them. It contains many worked examples and homework exercises and will appeal to students, researchers and practitioners in fields such as engineering, computer science, mathematics, statistics, finance and economics.
这本书最大的不同就是理论介绍很多,而且采用很好的几何学到方法解释,非常清楚。后面一部分介绍具体到算法,只介绍了重要的算法,如果能于Numerical Opimization结合看会很好。此外,还可以verycd上找到视频讲座,那个老外发音相当标准。;)
评分扫码关注公众号 「图灵的猫」,点击“学习资料”菜单,可以获得海量python、机器学习、深度学习书籍、课程资源,以及书中对应习题答案和代码。后台回复SSR更有机场节点相送~ 我总结了深度学习、机器学习领域中所有会用到的数学知识,大家在制定计划时可以以这些知识点为脉络进...
评分扫码关注公众号 「图灵的猫」,点击“学习资料”菜单,可以获得海量python、机器学习、深度学习书籍、课程资源,以及书中对应习题答案和代码。后台回复SSR更有机场节点相送~ 我总结了深度学习、机器学习领域中所有会用到的数学知识,大家在制定计划时可以以这些知识点为脉络进...
评分”初版即过时“ 这本书是相当尴尬的,记得英文是04年出的, 05-06年以后,这方面的求解方法大量涌现, 尤其是关于L1 L2范数的优化文章 压缩感知、sparse model在计算机视觉等领域的火热 直接推动了 L-p 范数优化的广泛研究 内点法(本书主要方法) 被当作 base method 来比...
评分Copyright in this book is held by Cambridge University Press, who have kindly agreed to allow us to keep the book available on the web. http://www.stanford.edu/~boyd/cvxbook/ you will find e-book and the exercises answer book. Cheers --- All the conte...
Convex Optimization 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025