POINTS OF SIGNIFICANCE Model selection and overfitting

被引：491

作者：

Lever, Jake ^{[1
]}

Krzywinski, Martin ^{[1
]}

Altman, Naomi ^{[2
]}

机构：

[1] Canadas Michael Smith Genome Sci Ctr, Vancouver, BC, Canada

[2] Penn State Univ, University Pk, PA 16802 USA

来源：

NATURE METHODS | 2016年 / 13卷 / 09期

关键词：

LINEAR-REGRESSION;

D O I：

10.1038/nmeth.3968

中图分类号：

Q5 [生物化学];

学科分类号：

070307 [化学生物学];

摘要：

With four parameters I can fit an elephant and with five I can make him wiggle his trunk. —John von Neumann

引用

页码：703 / 704

页数：2

共 5 条

[1]

POINTS OF SIGNIFICANCE Simple linear regression [J].

Altman, Naomi ;

Krzywinski, Martin .

NATURE METHODS, 2015, 12 (11) :999-1000

[2]

Multiple linear regression [J].

Krzywinski, Martin ;

Altman, Naomi .

NATURE METHODS, 2015, 12 (12) :1103-1104

[3]

Logistic regression [J].

Lever, Jake ;

Krzywinski, Martin ;

Altman, Naomi .

NATURE METHODS, 2016, 13 (07) :541-542

[4]

Classification evaluation (vol 13, 603, 2016) [J].

Lever, Jake ;

Krzywinski, Martin ;

Altman, Naomi .

NATURE METHODS, 2016, 13 (08) :603-604

[5]

LINEAR-MODEL SELECTION BY CROSS-VALIDATION [J].

SHAO, J .

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (422) :486-494

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