Health Monitoring for Elderly: An Application Using Case-Based Reasoning and Cluster Analysis

Table 2

Percentage of correct classifications of each class considering pulse rate case library.

Sessions	Using only time domain features (TmF)	Using only frequency domain features (FrqF)	Using only time-frequency domain features; (TmFrqF)	Using a combination of features; TmF = 10%,; TmFrqF = 10%, and FrqF = 80%
Baseline	51.7%	96.5%	62.0%	96.5%
Deep breath	27.6%	79.3%	34.5%	83.0%
Activity	45.0%	96.5%	45.0%	100.0%
Relax	51.7%	69.0%	51.7%	80.0%
Average	44.0%	85.3%	48.3%	89.8%

TmF: time domain features, FrqF: frequency domain features, and TmFrqF: time-frequency domain features.