智能系统中的概率推理

Hacker News 上怎么说

• herdrick · 2010 年

  朱迪亚·珀尔（Judea Pearl）的《智能系统中的概率推理：似真推理网络》（Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference）。不过我还没读完。（可能已经被他的《因果论》取代了，那本我也想读。）它带给了我一些顿悟、恍然大悟的“aha”时刻。……

  Judea Pearl's Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. I'm not finished with it yet, though. (It might be superceded by his Causality which I'd also like to read.) It's provided some "aha", scales falling from eyes moments.…

• req2 · 2009 年

  ……虽然我还没到能指导你从哪里入门最好的水平，但大概率会在下面这几本书里：E.T. Jaynes 的《概率论：科学的逻辑》（Probability Theory: The Logic of Science），朱迪亚·珀尔的《智能系统中的概率推理》（Probabilistic Reasoning in Intelligent Systems），Gelman 等人写的《贝叶斯数据分析》（第2版）。

  …though I haven't gotten to the point where I could direct you to the best place to start, it would probably be in one of these books: E.T. Jaynes, "Probability Theory: The Logic of Science" Judea Pearl, "Probabilistic Reasoning in Intelligent Systems" Bayesian Data Analysis, 2nd ed by Gelman et. al

• Eliezer · 2010 年

  强烈附议。如果你只能读其中一本，那就读《智能系统中的概率推理》。

  Seconded hard. If you have to read only one of these, read Probabilistic Reasoning in Intelligent Systems.

• dirtyaura · 2016 年

  珀尔的《智能系统中的概率推理》是我大学期间备受推崇的书之一。我记得当年珀尔做关于他即将出版的新书《因果论》的讲座时，我的导师就说过这可能会成为最重要的著作之一……

  Pearl's "Probabilistic Reasoning in Intelligent Systems" was one of the most lauded books during my time in the university. I remember when Pearl gave a talk about his upcoming book Causality, my professor said that it might become one of the most important…

• wavegeek · 2020 年

  ……建设性地评价它们。对于那些想深入了解的人，他有一本技术性更强的书《因果论：模型、推理与推断》，也非常精彩。珀尔是该领域的传奇人物，曾撰写了开创性的《智能系统中的概率推理：似真推理网络》。有一种观点认为这本书毫无新意。其实珀尔非常坦诚，毫无保留地说明了什么东西是谁发明的，以及自己早期工作中的错误。虽然没有……

  …them constructively. For those who want more he has a more technical book "Causality: Models, Reasoning and Inference" which is also excellent. Pearl is a legend in the field, who wrote the seminal "Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference". There is a school of thought that there is nothing new here. Pearl is very honest and open about who invented what and of the mistakes in his earlier work. While no…

• Caligula · 2016 年

  顺便说个有意思的事，他的儿子是丹尼尔·珀尔，不幸在巴基斯坦遇害了。我很喜欢《智能系统中的概率推理》。我之前居然不知道《因果论》这本书。

  Just an interesting note, his son was Daniel Pearl, who was tragically murdered in Pakistan. I enjoyed Probabilistic Reasoning in Intelligent systems. I was unaware of Causality.

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