Personality segmentation of users through mining their mobile usage patterns

•Personality determinants of various mobile usage attributes are examined•Using the Big-Five personality traits, mobile users are divided into three distinct personality segments.•Mobile usage attributes could predict users’ personality segments with an accuracy of 76.16%•Most mobile usage attributes are negatively (positively) correlated with neuroticism (extraversion)•The GBM classification model provided the best predictive performance