Table 3. Results of chest X-ray COVID-19 classification based on LWL-SOM.
Experiment No | Samples cases | Correlation coefficient | Mean absolute error | Root mean squared error | Relative absolute error | Root relative squared error | Total Number of Instances |
---|---|---|---|---|---|---|---|
Locally weighted learning (LWL) with data clustering using self-organized mapping (SOM) | |||||||
Experiment -1 | Covid19 vs No finding | 1 | 0 | 0 | 0% | 0% | 625 |
Experiment -2 | Covid19 vs Pneumonia | 0.9999 | 0.0018 | 0.0067 | 0.55% | 1.6716% | 625 |
Experiment -3 | Pneumonia vs No finding | 1 | 0 | 0 | 0% | 0% | 1000 |
Experiment -4 | Covid19 vs No finding vs Pneumonia | 0.9788 | 0.1009 | 0.2 | 11.3365% | 21.1972% | 1125 |