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cs.LG2026
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…
cs.LG2025
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…
cs.LG2024
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…