1. Introduction2. Electroencephalogram and Its Use in Clinical Neuroscience3. Role of Different Features in Diagnosis of Alzheimer's Disease4. Use of Complexity-Based Features in the Diagnosis of Alzheimer's Disease5. Classification Algorithms in the Diagnosis of Alzheimer's Disease6. Discussion and Research Challenges