The Signal and the Noise

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出版者:Penguin Press HC, The
作者:Nate Silver
出品人:
頁數:544
译者:
出版時間:2012-9-27
價格:USD 27.95
裝幀:Hardcover
isbn號碼:9781594204111
叢書系列:
圖書標籤:
  • 統計
  • 預測
  • 大數據
  • 思維
  • 數學
  • NateSilver
  • 經濟
  • 行為經濟學
  • 信號與噪聲
  • 預測
  • 概率
  • 決策
  • 大數據
  • 不確定性
  • 人工智能
  • 思維
  • 認知
  • 科學
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具體描述

"Nate Silver's The Signal and the Noise is The Soul of a New Machine for the 21st century."

—Rachel Maddow, author of Drift

Nate Silver built an innovative system for predicting baseball performance, predicted the 2008 election within a hair’s breadth, and became a national sensation as a blogger—all by the time he was thirty. The New York Times now publishes FiveThirtyEight.com, where Silver is one of the nation’s most influential political forecasters.

Drawing on his own groundbreaking work, Silver examines the world of prediction, investigating how we can distinguish a true signal from a universe of noisy data. Most predictions fail, often at great cost to society, because most of us have a poor understanding of probability and uncertainty. Both experts and laypeople mistake more confident predictions for more accurate ones. But overconfidence is often the reason for failure. If our appreciation of uncertainty improves, our predictions can get better too. This is the “prediction paradox”: The more humility we have about our ability to make predictions, the more successful we can be in planning for the future.

In keeping with his own aim to seek truth from data, Silver visits the most successful forecasters in a range of areas, from hurricanes to baseball, from the poker table to the stock market, from Capitol Hill to the NBA. He explains and evaluates how these forecasters think and what bonds they share. What lies behind their success? Are they good—or just lucky? What patterns have they unraveled? And are their forecasts really right? He explores unanticipated commonalities and exposes unexpected juxtapositions. And sometimes, it is not so much how good a prediction is in an absolute sense that matters but how good it is relative to the competition. In other cases, prediction is still a very rudimentary—and dangerous—science.

Silver observes that the most accurate forecasters tend to have a superior command of probability, and they tend to be both humble and hardworking. They distinguish the predictable from the unpredictable, and they notice a thousand little details that lead them closer to the truth. Because of their appreciation of probability, they can distinguish the signal from the noise.

With everything from the health of the global economy to our ability to fight terrorism dependent on the quality of our predictions, Nate Silver’s insights are an essential read.

著者簡介

Nate Silver is a statistician, writer, and founder of The New York Times political blog FiveThirtyEight.com. Silver also developed PECOTA, a system for forecasting baseball performance that was bought by Baseball Prospectus. He was named one of the world’s 100 Most Influential People by Time magazine. He lives in Brooklyn, New York.

圖書目錄

Introduction 1
1 A Catastrophic Failure of Prediction 19
2 Are You Smarter Than a Television Pundit? 47
3 All I Care About is W's and L's 74
4 For Years You've Been Telling Us that Rain is Green 108
5 Desperately Seeking Signal 142
6 How to Drown in Three Feet of Water 176
7 Role Models 204
8 Less and Less and Less Wrong 232
9 Rage Against the Machines 262
10 The Poker Bubble 294
11 If You Can't Beat'em … 329
12 A Climate of Healthy Skepticism 370
13 What You Don't Know Can Hurt You 412
Conclusion 446
Acknowledgments 455
Notes 459
Index 515
· · · · · · (收起)

讀後感

評分

这本书有点名实不符,或者说和阅读预期差异很大。本以为这是一本教你如何区分「信号与噪声」的书,但是阅读过半才发现,这本书其实主要讲的是各个领域的「信号」和「噪声」是什么,主要强调「我们可能高估了自己预测未来的能力」,但没有具体写怎么区分「信号与噪声」,只是提...  

評分

书中作者提到了几条预测需要遵守的原则。 原则一:用概率的方法思考问题。当我们回顾历史时,事物的发展变化似乎都是受一定的规律控制的,是必然的;但实际上,事物的发展都是路径依赖的,偶然性和随机性的影响很大,微小的条件变化就会导致结果的极大不同;因此,当我们面对...  

評分

在奥巴马成功连任总统之前,美国几乎所有重要的刊物和评论员都认为,奥巴马和罗姆尼在伯仲之间,各有五成的胜算。此时,《纽约时报》FiveThirtyEight博客的作家Nate Silver却给出了不同的答案:Silver一直坚持奥巴马的胜算在七成左右。 Silver的这一论点让其他评论员对其群起...  

評分

“狐狸知道许多事情,刺猬却知道一件大事”。以赛亚·伯林在古希腊诗歌的影响下写下了著名的文章《刺猬与狐狸》。在这篇文章中,伯林区分了两类知识分子:刺猬用一个观点统摄对世界的认识,另一类狐狸,则承认种种无法统一的经验,拒绝仅仅一个观点。这个经典的比喻影响了很多...  

評分

读了几页就感觉到了作者的思维方式和角度非同凡响,越读越觉得有兴趣。但是越读,越觉得食之无味。涉及到的方面特别多,但是没有一块是深入讲如何鉴别信号与噪声的。都是一些流于肤浅的方面。 个人建议作者可以抓住其中的一方面和一个领域,进行深入剖析和讲解即可成为一本特好...  

用戶評價

评分

非常有意思的一本科普forecasting和bayesian的小書。一個行之有效的統計預測模型,需要有data和systematic theories支持。雖然很多人都在講大數據時代correlation更重要,但弄清causality毫無疑問地會提高model performance,比方說天氣預告 VS 地震預測。書裏散落瞭很多令人眼前一亮的觀點。

评分

Nate昨天離開NYT到瞭ESPN,John Gruber的評論是“disrupted the traditional model of how to cover politics”——Traditional model: mostly bullshit;Nate Silver: facts.

评分

:O212.5/S587

评分

非常有意思的一本科普forecasting和bayesian的小書。一個行之有效的統計預測模型,需要有data和systematic theories支持。雖然很多人都在講大數據時代correlation更重要,但弄清causality毫無疑問地會提高model performance,比方說天氣預告 VS 地震預測。書裏散落瞭很多令人眼前一亮的觀點。

评分

竟然是FiveThirtyEight創始人寫的

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