R
Rocky KumarAuthor Profile
Sabarmati University, Ahmedabad
1Publications
1Years Active
1Collaborators
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Publications by Rocky Kumar
2024 (1)
Comparative Evaluation of BiLSTM, ResNet-1D, and Transformer Architectures for Automated ECG Arrhythmia Classification
Cardiovascular disease remains a leading cause of global mortality, and continuous electrocardiogram (ECG) monitoring through wearable devices offers a practical pathway for the early detection of life-threatening arrhythmias. This study presents a controlled, comparative evaluation of three deep learning architectu...
View ArticleResearch Topics
- ECG classification
- deep learning
- BiLSTM
- ResNet-1D
- Transformer
- SMOTE
- wearable monitoring
- arrhythmia detection