Optimization-Based Extreme Learning Machine with Multi-kernel Learning Approach for Classification

2014 ◽  
Author(s):  
Le-le Cao ◽  
Wen-bing Huang ◽  
Fu-chun Sun
Keyword(s):  
Extreme Learning Machine ◽  
Kernel Learning ◽  
Learning Approach ◽  
Learning Machine

scholarly journals Distance Based Multiple Kernel ELM: A Fast Multiple Kernel Learning Approach

2015 ◽  
Vol 2015 ◽  
pp. 1-9 ◽  
Author(s):  
Chengzhang Zhu ◽  
Xinwang Liu ◽  
Qiang Liu ◽  
Yuewei Ming ◽  
Jianping Yin
Keyword(s):  
Extreme Learning Machine ◽  
High Efficiency ◽  
Computational Cost ◽  
Multiple Kernel Learning ◽  
Superior Performance ◽  
Kernel Learning ◽  
Normal Vector ◽  
Learning Approach ◽  
Multiple Kernel ◽  
Learning Machine

We propose a distance based multiple kernel extreme learning machine (DBMK-ELM), which provides a two-stage multiple kernel learning approach with high efficiency. Specifically, DBMK-ELM first projects multiple kernels into a new space, in which new instances are reconstructed based on the distance of different sample labels. Subsequently, anl2-norm regularization least square, in which the normal vector corresponds to the kernel weights of a new kernel, is trained based on these new instances. After that, the new kernel is utilized to train and test extreme learning machine (ELM). Extensive experimental results demonstrate the superior performance of the proposed DBMK-ELM in terms of the accuracy and the computational cost.

scholarly journals Multiple-Instance Learning Approach via Bayesian Extreme Learning Machine

IEEE Access ◽  
2020 ◽  
Vol 8 ◽  
pp. 62458-62470
Author(s):  
Peipei Wang ◽  
Xinqi Zheng ◽  
Junhua Ku ◽  
Chunning Wang
Keyword(s):  
Extreme Learning Machine ◽  
Multiple Instance Learning ◽  
Learning Approach ◽  
Learning Machine

State Preserving Extreme Learning Machine: A Monotonically Increasing Learning Approach

2016 ◽  
Vol 45 (2) ◽  
pp. 703-725 ◽  
Author(s):  
Md. Zahangir Alom ◽  
Paheding Sidike ◽  
Tarek M. Taha ◽  
Vijayan K. Asari
Keyword(s):  
Extreme Learning Machine ◽  
Learning Approach ◽  
Learning Machine
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