信息论基础

Hacker News 上怎么说

• TriinT · 2009 年

  ……和 Tardos）- 《Feynman Lectures on Physics》- 朗道和栗弗席兹的系列 - 弗拉基米尔·阿诺尔德关于常微分方程和经典力学的书 - 《Winning Ways for your Mathematical Plays》（Berlekamp 等著）- 《Elements of Information Theory》（Cover & Thomas 著）- 《Information Theory, Inference, and Learning Algorithms》（MacKay 著）- 《Network Optimization》（Bertsekas 著）- 《Convex Optimization》（Boyd & Vandenberghe 著）- 《Nonlinear Control Systems……

  …and Tardos) - Feynman Lectures on Physics - Landau & Lifschitz's series - Vladimir Arnold's books on ODEs and Classical Mechanics - Winning Ways for your Mathematical Plays (by Berlekamp et al.) - Elements of Information Theory (by Cover & Thomas) - Information Theory, Inference, and Learning Algorithms (by MacKay) - Network Optimization (by Bertsekas) - Convex Optimization (by Boyd & Vandenberghe) - Nonlinear Control Systems…

• justokay · 2010 年

  ……的内容在 10.) Golub, G., 和 Van Loan, C. (1996). 《Matrix Computations》Johns Hopkins。懂点信息论挺好的。经典教材是：11.) Cover, T. 和 Thomas, J. 的《Elements of Information Theory》Wiley。最后，如果你想开始学一些更抽象的数学，你可能需要接触一下泛函分析（如果你还没学过的话）。泛函分析本质上就是线性……

  …of the material in 10.) Golub, G., and Van Loan, C. (1996). "Matrix Computations" Johns Hopkins. It's good to know some information theory. The classic is: 11.) Cover, T. and Thomas, J. "Elements of Information Theory" Wiley. Finally, if you want to start to learn some more abstract math, you might want to start to learn some functional analysis (if you haven't already). Functional analysis is essentially linear…

• jtsuken · 2021 年

  ……1) Gleick 写的《The Information》，涵盖了从历史关键人物生平到信息论在量子力学中当代应用的方方面面。2) Joy Thomas 和 Thomas Cover 写的《Elements of Information Theory》，是一本严谨且引人入胜的教材。3) Nielsen 和 Chuang 写的《Quantum information and quantum computation》，把经典信息和量子信息都讲得很清楚，还配有一些实用的……

  …1) The Information by Gleick is a book covering everything from biographies of the key historical figures and contributors to contemporary applications of information theory in quantum mechanics. 2) Elements of Information Theory by Joy Thomas and Thomas Cover is a thorough and engaging textbook. 3) Quantum information and quantum computation by Nielsen and Chuang explaining both classical and quantum information with some practical…

• bo1024 · 2019 年

  ……算法方面我没什么特别偏好。有 Dasgupta-Papadimitriou-Vazirani；Cormen-Leisersen-Rivest-Stein；Kleinberg-Tardos；等等。离计算机核心圈稍微远一点的，我也很喜欢：- Cover, Thomas. 《Elements of Information Theory》- Li, Vitanyi. 《An Introduction to Kolmogorov Complexity and Its Applications》

  …For algorithms I don't have a preference. There is Dasgupta-Papadimitriou-Vazirani; Cormen-Leisersen-Rivest-Stein; Kleinberg-Tardos; and more. A bit farther from core CS, I also like: - Cover, Thomas. Elements of Information Theory. - Li, Vitanyi. An Introduction to Kolmogorov Complexity and Its Applications

• anirudt · 2015 年

  Thomas Cover 写的《Elements of Information Theory》对于打基础来说也是一本极好的读物。

  Elements of Information Theory, by Thomas Cover is also a very good read for fundamentals.

• beagle3 · 2018 年

  如果你对数学比较感冒，Cover & Thomas 的《elements of information theory》是一本非常清晰易读的入门书（讲编码更多，信道稍少，但整体超棒）。要是你打算再给它一次机会的话。

  If you are math inclined, Cover & Thomas’ “elements of information theory” is a very clear and readable introduction (more for coding, less for channels, but great overall). If you consider giving it another chance.

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