Augmentation in Healthcare: Augmented Biosignal Using Deep Learning and Tensor Representation

Table 1

Training and testing accuracies for all implemented datasets.

Dataset	Training accuracy (%)	Testing accuracy (%)
Ten finger movements (suggested deep learning model)	100	90.25
Six finger movements (suggested deep learning model)	99.74	91.85.
Ten finger movements (typical pattern recognition)	95.76	87.11
Six finger movements (typical pattern recognition)	98.57	89.64
Iris (suggested deep learning model)	100	98.5
Breast tissue (suggested deep learning model)	98.58	91.7
Sonar (suggested deep learning model)	85.69	74.4
Seeds (suggested deep learning model)	94.57	83.6
Liver (suggested deep learning model)	96.47	85.1