POINTS OF SIGNIFICANCE Statistics versus machine learning

被引：925

作者：

Bzdok, Danilo ^{[1
,2
]}

Altman, Naomi ^{[3
]}

Krzywinski, Martin ^{[4
]}

机构：

[1] Rhein Westfal TH Aachen, Dept Psychiat, Aachen, Germany

[2] INRIA Neurospin Saclay, Gif Sur Yvette, France

[3] Penn State Univ, Stat, University Pk, PA 16802 USA

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

来源：

NATURE METHODS | 2018年 / 15卷 / 04期

关键词：

D O I：

10.1038/nmeth.4642

中图分类号：

Q5 [生物化学];

学科分类号：

071010 ; 081704 ;

摘要：

Statistics draws population inferences from a sample, and machine learning finds generalizable predictive patterns.

引用

页码：232 / 233

页数：2

共 6 条

[1] POINTS OF SIGNIFICANCE Ensemble methods: bagging and random forests [J].

Altman, Naomi ;

Krzywinski, Martin .

NATURE METHODS, 2017, 14 (10) :933-934

[2] POINTS OF SIGNIFICANCE Machine learning: a primer [J].

Bzdok, Danilo ;

Krzywinski, Martin ;

Altman, Naomi .

NATURE METHODS, 2017, 14 (12) :1119-1120

[3] Classical Statistics and Statistical Learning in Imaging Neuroscience [J].

Bzdok, Danilo .

FRONTIERS IN NEUROSCIENCE, 2017, 11

[4] POINTS OF SIGNIFICANCE Comparing samples-part II [J].

Krzywinski, Martin ;

Altman, Naomi .

NATURE METHODS, 2014, 11 (04) :355-356

[5] Points of SIGNIFICANCE Sampling distributions and the bootstrap [J].

Kulesa, Anthony ;

Krzywinski, Martin ;

Blainey, Paul ;

Altman, Naomi .

NATURE METHODS, 2015, 12 (06) :477-478

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

Lever, Jake ;

Krzywinski, Martin ;

Altman, Naomi .

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

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