Author

Kenan Zengin

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Open access Aug 2026

MTENet: A Multi-Representation Time-Series Evidential Network for Automated Heart Murmur Detection from Phonocardiogram Signals

MTENet is proposed, a Multi-representation Time-series Evidential Network that models a phase-enhanced one-dimensional PCG waveform through a bidirectional Mamba state-space encoder, capturing long-range temporal dependencies with linear-time complexity.

Y. Polat, Kenan Zengin · Applied Sciences · 0 citations

Aug 2026

Attention Mechanism-Enhanced Deep Learning for the Differential Diagnosis of Idiopathic Pulmonary Fibrosis on Computed Tomography.

Based solely on radiological images, the attention-enhanced VGG-16 model achieved high accuracy in the differential diagnosis of IPF, and present a potential approach that could be used in clinical decision support systems.

Hüseyin Alper Kızıloğlu, Kenan Zengin · Current medical imaging · 0 citations