Towards automated electroencephalography-based Alzheimer's disease diagnosis using portable low-density devices.

•Electroencephalography, a non-invasive technique to study Alzheimer’s disease.•Enhancement of low-density EEG signals with automated artifact removal.•EEG-based Alzheimer’s disease diagnosis, promising tool in developing countries.•Leave-One-Subject-Out cross-validation to reduce optimistic bias in classification.