模式理论
Pattern theory
David Mumford · 初版 2010 年
4位读者提及
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由Ulf Grenander开创的Pattern Theory是一种用于分析各类真实世界信号的独特方法。其核心在于设计门类繁多的概率模型，这些模型的样本能够复现真实信号的外观与质感、模式及其可变性。随后，贝叶斯统计推断使您能够将这些模型应用于新信号的分析。本书系统探讨了应用统计学分析六类复杂度递增的代表性信号所需的数学工具、模型本身以及计算算法。《Pattern
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我希望能达到实际能用的熟练度，但同时也想应用在现实场景中。你指的是大卫·芒福德（David Mumford）的《Pattern Theory》吗？那是我能找到的唯一一本跟这个主题沾边的书。除非我找错大卫·芒福德了？
I'm looking to gain functional familiarity but also at the same time working on real world applications. Did you mean David Mumford's "Pattern Theory"? It was the only book I could find that's close to the topic. Unless I'm looking at the wrong David Mumford?
来自著名代数几何学家、菲尔兹奖得主大卫·芒福德的真知灼见，他也曾从事模式理论（统计计算机视觉）方面的研究（并合著了一本书）。https://en.wikipedia.org/wiki/David_Mumford
Insights from famed algebraic geometer and Fields medalist David Mumford, who has also worked (and co-authored a book) on Pattern Theory (statistical computer vision). https://en.wikipedia.org/wiki/David_Mumford
作者大卫·芒福德因其在代数几何领域的杰出工作而闻名，并于 1974 年荣获菲尔兹奖。[2] 模式理论是由乌尔夫·格雷南德（Ulf Grenander）提出的，旨在将对世界的认知描述为各种模式。[3] 芒福德教授解释道：“有几个关键思想让我意识到，格雷南德的模式理论正是……
The author, David Mumford, is known for his distinguished work in algebraic geometry, and was awarded the Fields Medal in 1974. [2] Pattern theory was formulated by Ulf Grenander to describe knowledge of the world as patterns. [3] Prof. Mumford explains that "[s]everal essential ideas brought me to realize how Grenander's Pattern Theory was the…
当年我学代数几何刚好够入门，深感芒福德在该领域工作的绝妙之处，所以我经常琢磨，自己是不是应该去研读他的那本《Pattern Theory》[0]，从中挖掘一些整个机器学习界可能遗漏的洞见。这里有人从头到尾精读过它吗？感觉里面的很多内容都基于一些差不多已经被边缘化了的方法……
Having once studied just enough algebraic geometry to appreciate the true excellence of Mumford’s work in the field I’ve often wondered if I should study his Pattern Theory book [0] to mine it for insights that the ML community may have missed as a whole. Has anyone here worked through it? It seems like much of it is rooted in methods that have kind of fallen by the wayside…