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Table 9 SVM mean prediction test errors and the associate standard errors for simulation with zero-inflated weight matrix

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

SNR

class 1 ∖class 2

2 types

5 types

10 types

+∞

3 types

0.1224/0.0166

0.2022/0.0193

0.1622/0.0171

4

 

0.113/0.0150

0.1776/0.0188

0.1884/0.0162

2

 

0.1324/0.0163

0.169/0.0205

0.1948/0.0144

1

 

0.1222/0.0134

0.204/0.0158

0.1896/0.0134

+∞

6 types

0.1246/0.0146

0.1818/0.0179

0.1596/0.0144

4

 

0.1254/0.0141

0.2048/0.0112

0.22/0.0125

2

 

0.1262/0.0149

0.2088/0.0129

0.2366/0.0093

1

 

0.1206/0.0147

0.2084/0.0120

0.2058/0.0128

+∞

9 types

0.1744/0.0127

0.2274/0.0157

0.223/0.0123

4

 

0.175/0.0096

0.1472/0.0173

0.1794/0.0125

2

 

0.1858/0.0083

0.213/0.0144

0.1882/0.0096

1

 

0.207/0.01

0.1664/0.0144

0.1742/0.0137