Boosting label weighted extreme learning machine for classifying multi-label imbalanced data.

•LW-ELM algorithm is integrated into the Boosting ensemble learning framework.•BLW algorithm is designed to address multi-label imbalance classification problem.•BLW adaptively tunes label weights without exploring the prior distribution directly.•Experimental results indicate that the BLW-ELM algorithm is robust and time-saving.