Author

Bekir Karlik

2 papers indexed here

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Sep 2026

From Dissertation to Deployment: A Unified Software Platform Operationalizing Clinical-Prediction and Sequential-Security AI for Healthcare

Advances in machine learning for healthcare are abundant, yet most validated models remain confined to research notebooks and never reach secure, usable clinical software. This paper addresses that deployment gap by presenting a unified, security-hardened software platform that operationalizes two complementary streams...

Olsi Shehu, Damiana Teliti, Jasmin Kevrić et al. · Communications of the IIMA · 0 citations

Open access Jul 2026

Revisiting Classical and Deep Learning Models for Multi-Class Brain MRI Classification under Severe Data Constraints

The studies indicate that CNNs exploit spatial characteristics but generalize poorly, whereas SVM is quite accurate due to dataset bias, and ResNet-50 demonstrates early saturation, indicating the disparity between model size and dataset scale.

Bekir Karlik, Emilija Beneja · Systems and Computing · 0 citations