Title :
Voting based Extreme learning machine with entropy based ensemble pruning
Author :
Shukla, Sanyam ; Yadav, R.N.
Author_Institution :
CSE Dept., M.A.N.I.T., Bhopal, India
Abstract :
Voting based Extreme learning machine was recently proposed to reduce the error due to variance in Extreme Learning Machine. This paper further refines the algorithm by using entropy based ensemble pruning. Results obtained shows significant improvement in performance along with reduction in computational and storage requirement.
Keywords :
entropy; learning (artificial intelligence); pattern classification; entropy based ensemble pruning; voting based extreme learning machine; Accuracy; Classification algorithms; Entropy; Mathematical model; Neurons; Testing; Training; Ensemble Pruning; Entropy; Extreme learning Machine;
Conference_Titel :
Cognitive Computing and Information Processing (CCIP), 2015 International Conference on
Conference_Location :
Noida
DOI :
10.1109/CCIP.2015.7100692