圖書標籤: 數學 optimization 機器學習 優化 ConvexOptimization convex Mathematics Optimization
发表于2025-05-29
Convex Optimization pdf epub mobi txt 電子書 下載 2025
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.
Boyd真是牛得發指啊
評分在看視頻的時候讀過這個書,給我感到最精彩的地方莫過於Lagrange Dual,給我的知識體係中添加瞭好大一塊缺失的東西
評分青春迴憶,一本令人愉悅的教材
評分這本書寫得挺好,很容易讀懂。(嗯,導緻我日常翹作者的課。
評分http://www.ppurl.com/2013/01/convex-optimization.html
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...
評分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...
評分扫码关注公众号 「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...
評分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。;)
評分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 pdf epub mobi txt 電子書 下載 2025