回归及其他故事
Regression and Other Stories
Andrew Gelman、Jennifer Hill、Aki Vehtari · 初版 2020 年
11人推荐
14位读者提及
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为什么值得读
- 不堆砌过多技术细节，保持严谨性
- 提供大量统计学实际应用的实践洞察
- 官方提供免费电子版可直接在线查阅
大多数关于回归分析的教科书都侧重于理论和最简单的示例。然而，真实的统计问题往往既复杂又微妙。这并不是一本关于回归理论的书，而是关于如何运用回归来解决比较、估计、预测和因果推断等现实问题。与其他书籍不同，本书侧重于样本量和缺失数据等实际问题，涵盖了广泛的目标和技术。它直接切入你可以立即使用的各种方法与计算机代码。书中的真实范例以及来自作者亲身经历的故事，展示了回归分析的强大能力及其
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……(McElreath): https://www.amazon.ca/gp/product/036713991X/ - 《统计学习导论》（An Introduction to Statistical Learning，James, Witten, Hastie & Tibshirani）：https://www.amazon.ca/Introduction-Statistical-Learning-Appl... - 《回归与其它故事》（Regression and Other Stories，Gelman, Hill & Vehtari）：https://www.amazon.ca/gp/product/1107676517/ - 《回归与多层/分层模型数据分析》（Data Analysis Using Regression and Multilevel/Hierarchical Models，Gelman & Hill）：https://www.amazon.ca/gp/product/052168689X/……
…(McElreath): https://www.amazon.ca/gp/product/036713991X/ - An Introduction to Statistical Learning (James, Witten, Hastie & Tibshirani): https://www.amazon.ca/Introduction-Statistical-Learning-Appl... - Regression and Other Stories (Gelman, Hill & Vehtari): https://www.amazon.ca/gp/product/1107676517/ - Data Analysis Using Regression and Multilevel/Hierarchical Models (Gelman & Hill): https://www.amazon.ca/gp/product/052168689X/…
我最喜欢的统计与概率书籍之一就是 Andrew Gelman、Jennifer Hill 和 Aki Vehtari 合著的《回归与其它故事》（Regression and Other Stories）。你可以在这里免费阅读该书：https://users.aalto.fi/~ave/ROS.pdf
One of my favourite books on statistics and probability is "Regression and Other Stories", by Andrew Gelman, Jennifer Hill and Aki Vehtari. You can access the book for free here: https://users.aalto.fi/~ave/ROS.pdf
Andrew Gelman 等人写的《回归与其它故事》（Regression and Other Stories）在我看来是最好的贝叶斯推理入门书，既没有堆砌过多晦涩的技术细节，又保持了严谨性，还对统计学在实际应用中的做法给出了大量深刻见解。
Regression and Other Stories by Andrew Gelman et al. is IMHO the best introduction to Bayesian reasoning without being overly technical, but still maintaining rigor and providing lots of insights about how statistics is done in practice.
……《统计反思》（Statistical Rethinking，https://xcelab.net/rm/statistical-rethinking/），读起来比 ISLR 更轻松有趣，而且还会带你入门贝叶斯统计（YouTube 上也有配套讲座视频）。我还推荐 Gelman 的《回归与其它故事》（Regression and Other Stories，https://avehtari.github.io/ROS-Examples/）。
…Rethinking (https://xcelab.net/rm/statistical-rethinking/), which is a more enjoyable read than ISLR and will also introduce you to Bayesian stats (Lectures are also on youtube). I'd also suggest Gelman's Regression and Other Stories (https://avehtari.github.io/ROS-Examples/).
……Fred Ramsey 和 Daniel Schafer 写的《统计侦探：数据分析方法教程 第 3 版》（Statistical Sleuth. A Course in Methods of Data Analysis）<http://www.statisticalsleuth.com/>。另一本更高阶的好书是这本：Andrew Gelman 和 Jennifer Hill 的《回归与其它故事》（Regression and Other Stories）<http://www.stat.columbia.edu/~gelman/arm/>。还有一本难度更进一步的好书是这本：《回归与多层/分层模型数据分析》（Data Analysis Using Regression and Multilevel/Hierarchical……
…Statistical Sleuth. A Course in Methods of Data Analysis" (3rd Edition) by Fred Ramsey and Daniel Schafer <http://www.statisticalsleuth.com/>. Another good book at a more advanced level is this one: "Regression and Other Stories" by Andrew Gelman and Jennifer Hill <http://www.stat.columbia.edu/~gelman/arm/>. Another good book at an even more advanced level is this one: "Data Analysis Using Regression and Multilevel/Hierarchical…
我更喜欢 Gelman、Hill 和 Vehtari 写的《回归与其它故事》（ROS）。它也是免费的：https://avehtari.github.io/ROS-Examples。它是 Gelman 等人的《贝叶斯数据分析》（BDA）极好的前传。我有正统的贝叶斯推断背景，我的工作内容就是统计……
I prefer Gelman, Hill & Vehtari Regression and Other Stories (ROS). It's also free: https://avehtari.github.io/ROS-Examples. It's a great prequel to Gelman et al. Bayesian Data Analysis (BDA). I have a formal background in Bayesian inference, I do statistics for…