Convex Optimization 2025 pdf epub mobi 電子書下載

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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.

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發表於2025-03-24

Convex Optimization 2025 pdf epub mobi 電子書下載

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掃碼關注公眾號「圖靈的貓」，點擊“學習資料”菜單，可以獲得海量python、機器學習、深度學習書籍、課程資源，以及書中對應習題答案和代碼。後颱迴復SSR更有機場節點相送~ 我總結瞭深度學習、機器學習領域中所有會用到的數學知識，大傢在製定計劃時可以以這些知識點為脈絡進...

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凸優化課程的教材內容相當全麵，從基礎的凸分析到後麵的算法收斂性分析裏麵那幾章的application很實用但是本書有些內容寫的相對簡化，部分結論沒有寫推導，如果要仔細看這書的話，需要自己推導一些內容總之，看過之後還是很有收獲的

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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...

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這本書最大的不同就是理論介紹很多，而且采用很好的幾何學到方法解釋，非常清楚。後麵一部分介紹具體到算法，隻介紹瞭重要的算法，如果能於Numerical Opimization結閤看會很好。此外，還可以verycd上找到視頻講座，那個老外發音相當標準。；）

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出版者:Cambridge University Press

作者:Stephen Boyd

出品人:

頁數:727

譯者:

出版時間:2004-3-8

價格:USD 90.00

裝幀:Hardcover

isbn號碼:9780521833783