Slow wave detection in sleeping mice: comparison of traditional and machine learning methods

ConclusionsThe use of a particular method of slow wave detection needs to be adjusted to the objectives of a given study: to detect all slow waves, but also numerous false positives can be achieved using the fast frequency approach. Neural network pattern recognition method alone can detect slow waves with the lowest false-positive rate, that can be further minimized with the use of combination of other methods.Graphical Abstract
Source: Journal of Neuroscience Methods - Category: Neuroscience Source Type: research