6 citations · 16 across the 6 of their papers we have counts for
6 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…
Evaluating the Impact of Different Quantum Kernels on the Classification Performance of Support Vector Machine Algorithm: A Medical Dataset Application
Emine Akpinar, Sardar M. N. Islam, Murat Oduncuoglu
The support vector machine algorithm with a quantum kernel estimator (QSVM-Kernel), as a leading example of a quantum machine learning technique, has undergone significant advancem…
Quantum Machine Learning in the Cognitive Domain: Alzheimer's Disease Study
Emine Akpinar
Alzheimer's disease (AD) is the most prevalent neurodegenerative disorder, primarily affecting the elderly population and leading to significant cognitive decline. This decline man…