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Table 6 Mean prediction test errors and the associated standard errors (mean/SE) for simulation with outliers

From: Learning Microbial Community Structures with Supervised and Unsupervised Non-negative Matrix Factorization

 

Number of types

   

Outliers proportion

Method

2&3 types

5&6 types

10&9 types

5%

NMF

0.015/0.0029

0.0396/0.0054

0.0582/0.0063

 

RF

0.0042/0.0012

0.0036/0.0009

0.0028/0.0009

 

SVM

0.1874/0.0102

0.187/0.0117

0.2114/0.0145

10%

NMF

0.0266/0.0040

0.0564/0.0050

0.089/0.0061

 

RF

0.0098/0.0024

0.0094/0.0020

0.008/0.0018

 

SVM

0.2404/0.0101

0.2298/0.0120

0.2694/0.0126

20%

NMF

0.075/0.0088

0.1424/0.0083

0.161/0.0084

 

RF

0.0338/0.0037

0.0264/0.0042

0.0308/0.0036

 

SVM

0.3066/0.0110

0.302/0.0147

0.3118/0.0158

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Microbiome

ISSN: 2049-2618

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