TY - CONF N2 - Rapid eye movements (REMs) are a peculiar and intriguing aspect of REM sleep, even if their physiological function still remains unclear. During this work, a new automatic tool was developed, aimed at a complete description of REMs activity during the night, both in terms of their timing of occurrence that in term of their directional properties. A classification stage of each singular movement detected during the night according to its main direction, was in fact added to our procedure of REMs detection and ocular artifact removal. A supervised classifier was constructed, using as training and validation set EOG data recorded during voluntary saccades of five healthy volunteers. Different classification methods were tested and compared. The further information about REMs directional characteristic provided by the procedure would represent a valuable tool for a deeper investigation into REMs physiological origin and functional meaning. SP - 370 M2 - Milan, Italy A1 - Betta, Monica A1 - Laurino, Marco A1 - Gemignani, Angelo A1 - Landi, Alberto A1 - Menicucci, D. SN - 1558-4615 PB - IEEE UR - http://doi.org/10.1109/EMBC.2015.7318376 TI - A Classification method for eye movements direction during REM sleep trained on wake electro-oculographic recordings AV - none Y1 - 2015/// T2 - 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) EP - 373 ID - eprints3772 ER -