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🌈 replace the manually set time as the post time extracted from git log
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2 changes: 1 addition & 1 deletion docs/01-Introduction/1.1-Introduction.md
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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=20)
---|---
翻译 | szcf-weiya
时间 | 2016-07-26
发布 | 2016-09-30

统计学习在科学、经济和工业的许多领域都扮演着重要角色.下面是学习问题中的一些例子.

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=28)
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翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2018-08-21
状态 | Done

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=28)
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翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2018-08-21
状态 | Done

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=30)
---|---
翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2018-08-21, 2018-10-15
状态 | Done

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=37)
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翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2018-08-22
状态 | Done

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=41)
---|---
翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
校订 | 2017-09-10

至今为止我们已经仔细讨论了两个关于预测的学习方法:稳定但是有偏差的线性模型和不稳定但显然偏差较小的 $k$-最近邻估计.当有充分大的训练数据,我们似乎总会选择 $k$-最近邻平均来近似理论上的最优条件期望,因为我们能够找到一个相当大的离 $x$ 近的观测构成的邻域并且平均里面的观测值.在高维情形下这种方法以及我们的直觉都没有用,而且这种现象通常被称作 **维度的诅咒 (curse of dimensionality)** (Bellman, 1961[^1]).关于这个问题有很多的证明,我们将要仔细讨论一些.
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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=47)
---|---
翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2019-11-02 22:28:35
状态 | Done

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=51)
---|---
翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2019-04-02 19:56:12
状态 | Done

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=52)
---|---
翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2018-02-14, 2018-08-31
状态 | Done

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=56)
---|---
翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2018-02-14; 2018-02-21
状态 | Done

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=58)
---|---
翻译 | szcf-weiya
时间 | 2016-08-01
发布 | 2016-09-30
更新 | 2018-02-21
状态 | Done

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2 changes: 1 addition & 1 deletion docs/03-Linear-Methods-for-Regression/3.1-Introduction.md
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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=62)
---|---
翻译 | szcf-weiya
时间 | 2016-08-02
发布 | 2016-09-30
更新 | 2017-10-31; 2018-02-22
状态 | Done

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=63) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-08-03 |
| 发布 | 2016-09-30 |
|更新|2019-02-24 21:25:28|
|状态|Done|

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原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=76)
---|---
翻译 | szcf-weiya
时间 | 2016-08-05
发布 | 2016-09-30
更新 | 2019-02-24 22:22:02
状态 | Done

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=80) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-09-30:2016-10-14 |
| 发布 | 2016-09-30 |
|更新| 2018-03-22, 2018-03-23, 2018-03-24|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-10-14:2016-10-21 |
| 发布 | 2016-10-14 |
| 更新 | 2018-03-24, 2018-04-24, 2018-04-25|
| 状态 |Done|
|备注| Exercise(2/4)|
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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-10-21:2016-10-21 |
| 发布 | 2016-10-21 |
| 更新 | 2018-03-25|
|状态|Done|
|备注| [1 simulation](../notes/linear-reg/sim-3-18/index.html) |
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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=105) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-10-21 |
| 发布 | 2016-10-21 |
|更新|2019-02-18 16:25:57|
|状态 |Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=112) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-11-15 |
| 发布 | 2017-11-15 |
| 更新 | 2019-01-31|
|状态 | Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-09-09 |
| 发布 | 2017-06-09 |

线性回归在很多统计教材中都有讨论,比如,Seber (1984)[^1], Weisberg (1980)[^2] 以及 Mardia et al. (1979)[^3].岭回归由 Hoerl and Kennard (1970)[^4]提出,而 lasso 由Tibshirani (1996)[^5]提出.几乎在同时,lasso形式的惩罚在信号处理中的 basis pursuit 方法中被提出(Chen et al., 1998)[^6].最小角回归过程由 Efron et al. (2004)[^7]等人提出;与这有关的是早期 Osborne et al. (2000a)[^8]和 Osborne et al. (2000b)[^9]的homotopy过程.他们的算法也利用了在 LAR/lasso 算法中的分段线性,但是缺少透明度 (transparency).向前逐步准则在 Hastie et al. (2007)[^10]中进行了讨论.Park and Hastie (2007)[^11] 发展了类似用于广义回归模型的最小角回归的路径算法.偏最小二乘由 Wold (1975)[^12]提出.收缩方法的比较或许可以在 Copas (1983)[^13] 和 Frank and Friedman (1993)[^14]中找到.

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=120) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-12-06 |
| 发布 | 2016-11-23 |
|更新|2019-07-16 15:14:59|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=122) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-12-06 |
| 发布 | 2016-12-16 |
|更新|2019-07-16 15:54:18|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=125) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-12-09, 2016-12-10 |
| 发布 | 2016-12-16 |
|更新|2019-07-16 16:47:50|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=138) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-12-09:2016-12-15 |
| 发布 | 2016-12-16 |
| 更新 | 2019-11-05 21:29:05|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=148) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2016-12-15:2016-12-15 |
| 发布 | 2016-12-16 |
| 更新 | 2018-03-26|
| 状态 | Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-09-09 |
| 发布 | 2017-06-09 |

关于分类的一般性概述包括Duda et al. (2000)[^1],Hand (1981)[^2], McLachlan (1992)[^3]和Ripley (1996)[^4].Mardia et al. (1979)[^5]对线性判别分析进行了简要的讨论.Michie et al. (1994)[^6]在benchmark数据集上比较了许多著名的分类器.线性分离超平面在Vapnik (1996)[^7]中有讨论.我们关于感知器的学习算法参照Ripley (1996)[^4]

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-01-28 |
| 发布 | 2017-02-08 |
|更新| 2019-09-01 16:37:39|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=160) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-02-08:2017-02-16 |
| 发布 | 2017-02-08 |
| 更新 | 2017-09-13& 2017-10-18 & 2018-01-04 |

!!! note "更新笔记"
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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-02-16 |
| 发布 | 2017-02-17 |
|更新|2018-01-04|


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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=170) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-02-16 |
| 发布 | 2017-02-17 |
|更新|2018-01-04, 2018-03-19|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=175) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-12-06 |
| 发布 | 2017-12-06 |
| 更新| 2018-03-30|
| 状态 |Done|
|习题| [Ex. 5.10](https://github.com/szcf-weiya/ESL-CN/issues/111), [Ex. 5.13](https://github.com/szcf-weiya/ESL-CN/issues/112) |
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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-09-13 |
| 发布 | 2017-09-14 |
| 更新 | 2018-03-26, 2018-07-10|
| 状态 | Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=181) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-02-09 |
| 发布 | 2017-06-09 |
| 状态 | Done |


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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=188) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2018-02-03; 2018-02-09 |
| 发布 | 2017-06-09 |
|更新| 2020-02-26 22:52:43|
| 状态 | Done |

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=193) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-12-07 |
| 发布 | 2017-12-07 |
| 更新 | 2020-06-27 21:55:17|
| 状态 | Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-10-22 |
| 发布 | 2017-10-22 |
| 更新 |2019-09-09 22:07:46|
| 状态 | Done |

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-09-10 |
| 发布 | 2017-06-09 |

样条和B样条在de Boor (1978)[^1]中有详细讨论.Green and Silverman (1994)[^2]和Wahba (1990)给出了光滑样条以及thin-plate样条的;后者也产生核Hilbert空间.关于采用RKHS方法的非参回归技巧的联系可以参见Girosi et al. (1995)[^3] 和Evgeniou et al. (2000)[^4].如5.2.3节所示,对函数数据建模,在Ramsay and Silverman (1997)[^5]中有详细介绍.

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2 changes: 1 addition & 1 deletion docs/06-Kernel-Smoothing-Methods/6.0-Introduction.md
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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-01-28 |
| 发布 | 2017-03-01 |
| 更新 | 2018-07-18|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-02-27:2017-02-28 |
| 发布 | 2017-03-01 |
| 更新 | 2018-07-18|
| 状态 |Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-03-01:2017-03-01 |
| 发布 | 2017-03-01 |
| 更新 | 2018-07-18|
| 状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=219) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-03-01:2017-03-02 |
| 发布 | 2017-03-01 |
| 更新 | 2018-08-14|
| 状态 | Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=220) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-03-03:2017-03-03 |
| 发布 | 2016-09-30 |
| 更新|2019-07-30 09:44:04|
| 状态| Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-03-04:2017-03-04 |
| 发布 | 2017-03-04 |
|更新 | 2018-03-05|
|状态|Done|

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| 原文 | [The Elements of Statistical Learning](https://web.stanford.edu/~hastie/ElemStatLearn/printings/ESLII_print12.pdf#page=227) |
| ---- | ---------------------------------------- |
| 翻译 | szcf-weiya |
| 时间 | 2017-03-04 |
| 发布 | 2017-03-04 |
|更新|2019-04-16 21:01:35|
| 状态 | Done|

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