圖書標籤: 數學 optimization 機器學習 優化 ConvexOptimization convex Mathematics Optimization
发表于2024-11-22
Convex Optimization pdf epub mobi txt 電子書 下載 2024
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
評分書本身寫得循序漸進、非常結構化,讀起來很輕鬆。個人感覺理論部分受益最多,應用部分因為有learning的經驗讀起來很爽,算法實現部分中的收斂性分析如果覺得難跳過也不影響閱讀。沒做習題,迴頭再說。總之,好書一本。
評分書本身寫得循序漸進、非常結構化,讀起來很輕鬆。個人感覺理論部分受益最多,應用部分因為有learning的經驗讀起來很爽,算法實現部分中的收斂性分析如果覺得難跳過也不影響閱讀。沒做習題,迴頭再說。總之,好書一本。
評分前麵的理論還是不錯,易讀。算法太少,作者好像隻懂內點法
評分好像前一陣子看到現在國內終於有這本書的正版影印瞭。
凸优化课程的教材 内容相当全面,从基础的凸分析到后面的算法收敛性分析 里面那几章的application很实用 但是本书有些内容写的相对简化,部分结论没有写推导,如果要仔细看这书的话,需要自己推导一些内容 总之,看过之后还是很有收获的
評分强大的数学工具----凸优化! 用于解决很多工程问题 无数科学研究者在这上面砸无数文章 这本书是对凸优化最全面的介绍 但是阅读前最好有较好的矩阵论运算的基础 比如向量分解,特征值分解等等 学完此书再看些文章可以感觉你真正学到了东西!!
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...
評分看起来是厚厚的一本大部头,读起来并不太费力。它给出的实例多而好用、覆盖面全,不需要太深刻的数学功底,对于复杂的定理性质等也不强调证明,而是着眼于几何意义和实际用途,直观易懂。 作者本身的工科背景使得这本书在工业问题和计算机等实用方面的优点更为突出,数学依据...
Convex Optimization pdf epub mobi txt 電子書 下載 2024