Research Article

Real-Time System Prediction for Heart Rate Using Deep Learning and Stream Processing Platforms

Table 5

Generated data samples and their corresponding predicted HR.

Time (min)HR in Kafka queueSpark streamsPredicted HR

1–3[56.8616, 57.0785, 56.898][56.8616, 57.0785, 56.8985][60.3684, 61.4218, 62.7123, 63.9552, 65.3004]

1–4[56.86163, 57.0785, 56.8985, 59.7279][57.0785, 56.8985, 59.7279][59.8236, 60.8004, 61.7510, 62.7102, 63.6634]

3–5[56.8616, 57.0785, 56.8985, 59.727, 58.8089, 58.5289][56.8985, 59.7279, 58.8089][59.5885, 60.5639, 61.5514, 62.4929, 63.4583]