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

如果有人在市场上竭力向你推销一款你完全不了解的产品,你就该想到他们在向你推销一个柠檬了。乔治·阿克尔洛夫凭借对信息不对称市场的研究获得了2001年诺贝尔经济学奖。你在生活当中常常会陷入各种不同的柠檬市场中。比如有人会突然问你"你听说过安利吗?" 安利的所有产品构...  

評分

这是一本和大数据唱反调的书。 如果从哲学认识论的角度来看,人类的思维模式大体上可以归集为四种类型: 1、实验试错法 2、经验归纳法 3、类比联想法 4、逻辑演绎法 每种方法或者思维模式,并无绝对的优和绝对的劣,各有利弊、适用范围或局限性。 这本书光看书名,会以...  

評分

如果有人在市场上竭力向你推销一款你完全不了解的产品,你就该想到他们在向你推销一个柠檬了。乔治·阿克尔洛夫凭借对信息不对称市场的研究获得了2001年诺贝尔经济学奖。你在生活当中常常会陷入各种不同的柠檬市场中。比如有人会突然问你"你听说过安利吗?" 安利的所有产品构...  

評分

1、大数据时代,信号与噪声并存,而且噪声往往容易掩盖信号,对数据未进行滤波分析的情况下贸然进行数据拟合,将造成模型的严重失真。 2、因果性与相关性并非等同,很多情况下,我们将相关性与因果性混为一谈。 3、作者在本书中的主旨在于对信号与噪声的关系进行分析,然而由于...  

評分

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

pleasant to read; lots of good insights; at last but not the least, quite a few good recommendations for great book about investment and statistics.

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.

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結尾有點弱,但前邊部分非常好

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No real insights and very boring, the US house market crash case makes me believe the author knows little on what he's talking about

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