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Author

Ziti Fariha Mohd Apandi

2 papers indexed here

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Conference Sep 2026

Comparative Evaluation of CNN Architectures for Wearable Heartbeat Detection Using Multimodal ECG and PPG Signals

Wearable heartbeat monitoring has become increasingly important for continuous cardiovascular assessment in daily life. However, reliable heartbeat detection remains challenging under ambulatory conditions due to motion artefacts and signal degradation. Electrocardiography (ECG) provides reliable measurements of cardia...

Ziti Fariha Mohd Apandi, Al-Fahim Mubarak-Ali, Abdul Sahli Fakharudin · 0 citations
Conference Sep 2026

Noise-Adaptive Multi-Scale CNN with Weighted Sampling for ECG Arrhythmia Classification

Electrocardiogram (ECG) classification is used for the early detection of cardiac arrhythmias. However, classification performance is degraded by noise in wearable monitoring systems and the severe class imbalance inherent in ECG datasets, leading conventional deep learning models to be biased toward majority classes....

Ziti Fariha Mohd Apandi, N. Mustapha, R. Ikeura · 0 citations

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