Machine-learning models for Alzheimer's disease diagnosis using neuroimaging data: survey, reproducibility, and generalizability evaluation Article

Aghdam, Maryam Akhavan, Bozdag, Serdar, Saeed, Fahad. (2025). Machine-learning models for Alzheimer's disease diagnosis using neuroimaging data: survey, reproducibility, and generalizability evaluation . 12(1), 10.1186/s40708-025-00252-3

cited authors

  • Aghdam, Maryam Akhavan; Bozdag, Serdar; Saeed, Fahad

authors

publication date

  • December 1, 2025

keywords

  • Alzheimer's disease
  • CLASSIFICATION
  • CONNECTIVITY
  • CONVERSION
  • CONVOLUTIONAL NEURAL-NETWORKS
  • Computer Science
  • Computer Science, Artificial Intelligence
  • Deep learning
  • ENSEMBLE
  • EXTRACTION
  • FEEDFORWARD NETWORKS
  • Functional MRI
  • Generalizability
  • IMAGING MODALITIES
  • Life Sciences & Biomedicine
  • MCI
  • MILD COGNITIVE IMPAIRMENT
  • Machine learning
  • Neurosciences
  • Neurosciences & Neurology
  • PET
  • Reproducibility
  • Science & Technology
  • Structural MRI
  • Technology

Digital Object Identifier (DOI)

publisher

  • SPRINGERNATURE

volume

  • 12

issue

  • 1