A fast pruned‐extreme learning machine for classification problem

• Main Authors: RONG, Hai-Jun, ONG, Yew-Soon, TAN, Ah-hwee, ZHU, Zexuan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2008
• Subjects: Feedforward networks; Extreme learning machine (ELM); Pattern classification; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/5210; https://ink.library.smu.edu.sg/context/sis_research/article/6213/viewcontent/ELM_NEUCOM_08.pdf
• Institution: Singapore Management University

Extreme learning machine (ELM) represents one of the recent successful approaches in machine learning, particularly for performing pattern classification. One key strength of ELM is the significantly low computational time required for training new classifiers since the weights of the hidden and out...