1 | R-to-R extraction | Converts raw ECG recordings to R-to-R intervals (RRI) | Raw ECG recordings | Unpreprocessed RRI signal |
2 | Preprocessing | Preprocesses RRI signal to meet the following requirements: no ectopic beats, stationary, and evenly-sampled | Unpreprocessed RRI signal | Preprocessed RRI signal |
3 | Prospective analyses | Performs prospective analyses on preprocessed RRI signal | Preprocessed RRI signal | Time-domain, frequency-domain, and nonlinear parameters |
4 | Feature selection | Selects only the essentials of time-domain, frequency-domain, and nonlinear parameters | Time-domain, frequency-domain, and nonlinear parameters | Selected time-domain, frequency-domain, and nonlinear parameters |
5 | Multilabel classification | Performs diagnosis on various diseases | Selected time-domain, frequency-domain, and nonlinear parameters | Multilabel classification of various diseases |
6 | Performance measurement | Evaluates the performance of multilabel classifier | Multilabel classification of various diseases | Accuracy, sensitivity, and specificity |