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Hussein Qahtan Khalaf

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Open access Aug 2026

Enhancing ECG Classification Using Systematic Cubic Spline Control Points with Deep Neural Networks

Results indicate that SMOTE balancing coupled with spline-based preprocessing is a valuable scientific and practical approach to build reliable, scalable, and clinically applicable ECG classification systems.

Hussein Qahtan Khalaf, A. Maolood, Nor Shahida Mohd Shah · 0 citations

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