Research Paper
Table 5. Test Accuracy for proposed model using instances from multiple source datasets with 50% target dataset
['Dataset', 'Single Source Accuracy', 'Single Source F1-Score', 'Multiple Sources Accuracy', 'Multiple Sources F1-Score']
Target Dataset Reduction with Multiple Source. In this section, we design an experimental setup in which only 0.5 fraction of the target dataset is utilized and study the influence of multiple source dataset infusion. The results improve as and when more source datasets are used in the infusion process. This can be effectively leveraged for improving the performance of very lean datasets, by heavily deploying large datasets as source. In multiple source experiment setup, for a given target dataset the other two datasets are used as source.