People interested in the research are advised to contact the author for the final version of the publication, or visit the DOI to the publisher's website. • The final author version and the galley proof are versions of the publication after peer review. • The final published version features the final layout of the paper including the volume, issue and page numbers. Link to publication General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making activity or commercial gain • You may freely distribute the URL identifying the publication in the public portal. The 10-20 system The electrical cortical activity is usually recorded at equally distributed standardized locations (international 10-20 system) on the scalp (9). The electrode locations are defined by dividing the head into 10% and 20% angular intervals using the inion and nasion as landmarks (figure 1). The first letter of the electrode refers to the brain region it is placed on, and numbers refer to the left (odd) and right (even) hemisphere. Montages Measuring an EEG signal always involves a differential signal between two electrodes. In practice EEG signals are recorded using differential Background EEG The background activity describes the general patterns that are observed in the EEG. These patterns are generally described as rhythms from a certain frequency range. In increasing order of frequency the following frequency bands are used: delta (<4 Hz), theta (4-8 Hz), alpha (8-12 Hz), beta (12-30 Hz) and gamma (>30 Hz) (4). Each frequency band is associated with well-known properties and deviations or abnormalities are mostly related to pathologies or brain damage. Normal background properties are also related to age and circadian rhythm. For example slow activity in the delta and theta range is normal Visual inspection of the EEG Reviewing EEG recordings is a complex and time consuming task which can only be performed by experienced clinicians (4). The EEG is reviewed as multiple time series tiled horizontally, as illustrated in figure 2 and 3. Using a variety of montages, a clinical neurophysiologist looks for abnormalities in background patterns and transient phenomena. Traditionally the EEG is reviewed visually in the time domain. Conventionally, the frequency content is band-pass filtered between 0.5 and 50 Hz although physiological and pathological EEG Figure 6 Example of an SVM classifier separating two classes, red and blue, in a 2dimensional space. The solid line indicates the decision boundary, defined by the Support Vectors. Each Support Vector, indicated with circles, lie on, or within the margin which is indicat...