Skip to main content

Table 3 Performance evaluation of rules for the Johnson reduction method with undersampling. The average statistic values of rule support and accuracy are presented in the table. For the rule statistics, the most significant co-predictors (Bonferroni-adjusted P ≤ 0.05) were selected

From: R.ROSETTA: an interpretable machine learning framework

Class

Control

Autism

Total number of rules

207

194

Rule statistics

Basic

Recalculated

Basic

Recalculated

Number of rules (P ≤ 0.05)

150

89

128

94

LHS support

13

18

13

16

RHS support

13

17

13

14

Accuracy

0.97

0.94

0.98

0.85

Top co-predictors

PPOX, NCS1

MAP7, NCKAP5L

RHPN1, ZFP36L2

NCS1, CSTB