Author

Fatma Altınsoy

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Open access Aug 2026

Cost-Bounded, Accuracy-Aware Hyperparameter Optimization Integrated with Rule-Based Book Recommendation for Developer Profiling on Stack Overflow

Experimental results show that the proposed method achieves the highest macro-averaged precision and significantly outperforms classical baselines while remaining competitive with state-of-the-art modelbased approaches, demonstrating the effectiveness of the proposed framework in delivering personalized learning resour...

Fatma Altınsoy, Muhammed Maruf Öztürk · Informatica · 0 citations

Open access Aug 2026

H-LLM-IM: An Adaptive Imbalance-Aware Hybrid Framework Using LLM-Based Code Embeddings for Software Vulnerability Detection

The results demonstrate that the proposed adaptive framework substantially improves minority-class vulnerability detection, achieving up to a 2.5-fold increase in F1-score and up to 83% improvement in MCC compared to the no-imbalance baseline.

Fatma Altınsoy · Süleyman Demirel Üniversites... · 0 citations