计算机时代的统计推断
Computer Age Statistical Inference
Bradley Efron、Trevor Hastie · 初版 2016 年
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为什么值得读
- 梳理统计理论脉络并探讨其滞后于CS之处
- 讲解深入且行文通俗易懂
- 从哲学与历史视角帮助理解推断的本质意义
二十一世纪见证了统计方法学在广度与影响力上的惊人扩张。随着统计方法被应用于现代科学与商业的海量数据集，“大数据”、“数据科学”和“机器学习”已成为新闻中的常见词汇。我们是如何走到这一步的？未来又将走向何方？本书带领我们回顾了自1950年代电子计算技术兴起以来数据分析革命的振奋历程。从经典的推断理论——贝叶斯学派、频率学派、Fisher 学派——开始，各个
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我觉得你会喜欢 Efron 和 Hastie 的《Computer Age Statistical Inference: Algorithms, Evidence and Data Science》。https://web.stanford.edu/~hastie/CASI/ MIT 6.008 推断导论（Introduction to Inference）也讲了很多经典问题，比如 Cookie Jar、三门问题（Monte Hall）、均匀骰子（Fair Dice）……
I think you will enjoy Efron & Hastie's Computer Age Statistical Inference: Algorithms, Evidence and Data Science. https://web.stanford.edu/~hastie/CASI/ MIT 6.008 Introduction to Inference also goes over many of the classic problems such as Cookie Jar, Monte Hall, Fair Dice,…
……至于这个？因为关于这个主题的大多数论文似乎都来自计算机科学领域。看看 [1] 的结语吧，里面深入讨论了统计理论在哪些方面需要迎头赶上。[1] 《Computer Age Statistical Inference》——Efron, Hastie。
…for this? Because most of the papers on this topic seem to come from Computer Science. Take a look at the epilogue of [1] for a thorough discussion on where statistical theory needs to catch up. [1] Computer Age Statistical Inference - Efron, Hastie.
Bradley Efron 和 Trevor Hastie 写的《Computer Age Statistical Inference》（2016）[1] 里有更均衡、更前沿的阐述。[1] https://web.stanford.edu/~hastie/CASI/
A more balanced, current treatment is in Bradley Efron and Trevor Hastie's Computer Age Statistical Inference (2016) [1] [1] https://web.stanford.edu/~hastie/CASI/
Efron 和 Hastie 的 CASI 称得上是出道即经典。对任何 ML 研究者或爱好者来说，里面都有着深厚的历史渊源。而且读起来出奇地平易近人 ;) 《Computer Age Statistical Inference: Algorithms, Evidence and Data Science》https://web.stanford.edu/~hastie/CASI/
Efron and Hastie's CASI is an instant classic. Deep history for any ML researcher or enthusiast. And remarkably accessible ;) Computer Age Statistical Inference: Algorithms, Evidence and Data Science https://web.stanford.edu/~hastie/CASI/
……你想做出的推断。并且从历史背景出发，去理解那种推断在哲学层面上究竟意味着什么。正是在这方面，这本书能助你在通往精通的道路上一臂之力。《Computer Age Statistical Inference》https://web.stanford.edu/~hastie/CASI/
…the inference you wish to make. And understanding, from a historical context, precisely what that inferences means at a philosophical level. That is where this text will assist on your path to mastery. Computer Age Statistical Inference https://web.stanford.edu/~hastie/CASI/
……虽然有点年代感了，但依然趣味十足：康威生命游戏（Game of Life），John Conway 的《Winning Ways For Your Mathematical Plays》https://annarchive.com/files/Winning%20Ways%20for%20Your%20M... 我觉得还可以把概率论加进来。《Computer Age Statistical Inference》是一部现代经典之作 https://web.stanford.edu/~hastie/CASI/
…dated, but still loads of fun: Game of Life John Conway's Winning Ways For Your Mathematical Plays https://annarchive.com/files/Winning%20Ways%20for%20Your%20M... I'd add probability theory to the mix. Computer Age Statistical Inference is a modern classic https://web.stanford.edu/~hastie/CASI/