Early warning signals observed in motor activity preceding mood state change in bipolar disorder.

Petter JakobsenUlysse Côté-AllardMichael Alexander RieglerLena Antonsen Stabell Andrea StautlandTine NordgreenJim TorresenOle Bernt FasmerKetil Joachim Oedegaard

Published in: Bipolar disorders (2024)

The change point detection algorithm seems capable of recognizing impending mood episodes in continuous flowing data streams. Hence, we present an innovative method for forecasting approaching relapses to improve the clinical management of bipolar disorder.

Keyphrases

bipolar disorder
major depressive disorder
machine learning
electronic health record
deep learning
loop mediated isothermal amplification
data analysis
artificial intelligence