4 papers
A Specialized Importance-Aware Quantum Convolutional Neural Network with Ring-Topology (IA-QCNN) for MGMT Promoter Methylation Prediction in Glioblastoma
Emine Akpinar, Murat Oduncuoglu
GBM is a highly aggressive primary malignancy in adults, necessitating personalized therapeutic strategies due to its inherent molecular heterogeneity. MGMT promoter methylation is…
Quantum Model Parallelism for MRI-Based Classification of Alzheimer's Disease Stages
Emine Akpinar, Murat Oduncuoglu
With increasing life expectancy, AD has become a major global health concern. While classical AI-based methods have been developed for early diagnosis and stage classification of A…
Comparative Analysis of QNN Architectures for Wind Power Prediction: Feature Maps and Ansatz Configurations
Batuhan Hangun, Emine Akpinar, Oguz Altun +1
Quantum Machine Learning (QML) is an emerging field at the intersection of quantum computing and machine learning, aiming to enhance classical machine learning methods by leveragin…
Quantum-Enhanced Classification of Brain Tumors Using DNA Microarray Gene Expression Profiles
Emine Akpinar, Batuhan Hangun, Murat Oduncuoglu +3
DNA microarray technology enables the simultaneous measurement of expression levels of thousands of genes, thereby facilitating the understanding of the molecular mechanisms underl…