Convex Optimization 2025 pdf epub mobi 电子书

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发表于2025-03-30

Convex Optimization 2025 pdf epub mobi 电子书

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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...

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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

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”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...

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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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这本书主要是面向实际应用。书中提供了凸优化的理论框架，但不强调复杂的定理证明。丰富的实例是这本书的特色。实例涉及的领域非常广例如通信，金融，机器学习等等。 Stephen教授在个人主页上提供了免费电子版本，而且还包含了习题以及相关数据和程序的下载。课程的讲义也可...

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出版者:Cambridge University Press

作者:Stephen Boyd

出品人:

页数:727

译者:

出版时间:2004-3-8

价格:USD 90.00

装帧:Hardcover

isbn号码:9780521833783

丛书系列:

图书标签: 数学 optimization 机器学习优化 ConvexOptimization convex Mathematics Optimization

Convex Optimization 2025 pdf epub mobi 电子书图书描述

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.

Convex Optimization 2025 pdf epub mobi 电子书

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