Instance cloned extreme learning machine

作者：

Highlights：

• Instance cloning technique is used for improving Extreme Learning Machine.

• The proposed method is an effective local learning method for classification problems.

• We analyze the sensitivity of two key parameters in the proposed method.

• Experimental results on a large number of datasets demonstrate the algorithm performance.

摘要

•Instance cloning technique is used for improving Extreme Learning Machine.•The proposed method is an effective local learning method for classification problems.•We analyze the sensitivity of two key parameters in the proposed method.•Experimental results on a large number of datasets demonstrate the algorithm performance.

论文关键词：Extreme Learning Machine,Instance cloning,Local learning,Classification

论文评审过程：Received 6 May 2016, Revised 4 January 2017, Accepted 28 February 2017, Available online 1 March 2017, Version of Record 12 March 2017.

论文官网地址：https://doi.org/10.1016/j.patcog.2017.02.036