Table 5 Comparison of accuracy between our proposed system and a simple method connected with silent mode preferences
From: An experimental result of estimating an application volume by machine learning techniques
Sensitivity | Specificity | PPV | NPV | Accuracy | |
|---|---|---|---|---|---|
Simple | 52.0%(±41.9%) | 99.9%(±0.1%) | 99.4%(±0.7%) | 78.0%(±18.6%) | 80.1%(±17.2%) |
RF | 88.6%(±8.8%) | 98.7%(±1.0%) | 97.4%(±2.7%) | 92.7%(±6.8%) | 94.6%(±4.5%) |
SVM | 89.4%(±8.5%) | 99.1%(±0.8%) | 98.4%(±1.2%) | 93.2%(±6.4%) | 95.2%(±4.2%) |
NB | 88.6%(±9.1%) | 98.6%(±1.0%) | 97.3%(±2.7%) | 92.8%(±6.6%) | 94.6%(±4.4%) |
PART | 89.3%(±8.6%) | 98.9%(±1.0%) | 97.7%(±2.6%) | 93.1%(±6.4%) | 95.0%(±4.3%) |