Convex Optimization 在線電子書 圖書標籤: 數學 optimization 機器學習 優化 ConvexOptimization convex Mathematics Optimization
發表於2025-02-22
Convex Optimization 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2025
花瞭一周時間看瞭前麵五章。作者寫得明白易懂,不是那種十分注重證明的數學書,適閤工科背景的人看(作者寫此書的初衷也是這個)。最讓我喜歡的一點是,此書有不少篇幅是講如何將一個看似不像凸優化的問題化成凸優化問題的形式,已經優化問題的轉化。這個是很重要的內容,解決瞭我之前看論文的一個重大睏惑!
評分classic introductory book on convex opt
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Boyd講課太歡樂
評分據說這本書非常經典。我猜大傢喜歡它的原因是:上課沒聽明白之後,心想看看教材吧,然後打開書,“俺娘來,老師真仗義啊,這書一行也看不懂呢!”
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.
”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...
評分”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...
評分”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...
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 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2025