Δημοσιεύσεις
2025
Vlontzou, Maria Eleftheria, Athanasiou, Maria, Dalakleidi, Kalliopi V, Skampardoni, Ioanna, Davatzikos, Christos, Nikita, Konstantina. “A comprehensive interpretable machine learning framework for mild cognitive impairment and Alzheimer’s disease diagnosis”. Scientific Reports, vol. 15, pp. 8410, 2025.
Skampardoni, Ioanna, Erus, Guray, Nasrallah, Ilya M, Yang, Zhijian, Baik, Kyunglok, Shou, Haochang, Nikita, Konstantina, Davatzikos, Christos. “Dominant Trajectories of Aging-related Brain Atrophy Identified in 48,949 Individuals via a coupled Cross-sectional and Longitudinal Non-negative Matrix Factorization”. Alzheimer's \& Dementia, vol. 21, pp. e101668, 2025.
Vlontzou, Maria Eleftheria, Athanasiou, Maria, Davatzikos, Christos, Nikita, Konstantina S. “Comparative assessment of fairness definitions and bias mitigation strategies in machine learning-based diagnosis of Alzheimer’s disease from MR images”. 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 1--7, 2025.
Ganitidis, Theofanis, Vlontzou, Maria Eleftheria, Athanasiou, Maria, Nikita, Konstantina S, Davatzikos, Christos. “Source-Free Active Learning for Adapting Alzheimer’s Diagnostic Deep Learning Models Across Neuroimaging Cohorts”. 2025 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI), pp. 1--7, 2025.
2024
Skampardoni, Ioanna, Wen, Junhao, Guray, Erus, Shou, Haochang, Nikita, Konstantina, Davatzikos, Christos. “Mutually-Constrained Cross-Sectional and Longitudinal Non-Negative Matrix Factorization: Application to Modeling Brain Aging Trajectories”. 2024 IEEE International Symposium on Biomedical Imaging (ISBI), pp. 1--5, 2024.