Alzheimer's Disease is a common form of dementia that causes memory, reasoning, and behavior decline.Researchers have utilized EEG data to identify biomarkers for diagnosing Alzheimer's Disease.A Flexible and Explainable Gated Graph Convolutional Network (GGCN) was proposed for classification.The research achieved high efficacy in distinguishing Alzheimer's patients and healthy individuals.