Multiclass AdaBoost ELM and Its Application in LBP Based Face Recognition
Joint Authors
Jiang, Yun-Liang
Shen, Yefeng
Liu, Yong
Liu, Weicong
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-05-27
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
Extreme learning machine (ELM) is a competitive machine learning technique, which is simple in theory and fast in implementation; it can identify faults quickly and precisely as compared with traditional identification techniques such as support vector machines (SVM).
As verified by the simulation results, ELM tends to have better scalability and can achieve much better generalization performance and much faster learning speed compared with traditional SVM.
In this paper, we introduce a multiclass AdaBoost based ELM ensemble method.
In our approach, the ELM algorithm is selected as the basic ensemble predictor due to its rapid speed and good performance.
Compared with the existing boosting ELM algorithm, our algorithm can be directly used in multiclass classification problem.
We also carried out comparable experiments with face recognition datasets.
The experimental results show that the proposed algorithm can not only make the predicting result more stable, but also achieve better generalization performance.
American Psychological Association (APA)
Jiang, Yun-Liang& Shen, Yefeng& Liu, Yong& Liu, Weicong. 2015. Multiclass AdaBoost ELM and Its Application in LBP Based Face Recognition. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1075053
Modern Language Association (MLA)
Jiang, Yun-Liang…[et al.]. Multiclass AdaBoost ELM and Its Application in LBP Based Face Recognition. Mathematical Problems in Engineering No. 2015 (2015), pp.1-9.
https://search.emarefa.net/detail/BIM-1075053
American Medical Association (AMA)
Jiang, Yun-Liang& Shen, Yefeng& Liu, Yong& Liu, Weicong. Multiclass AdaBoost ELM and Its Application in LBP Based Face Recognition. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1075053
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1075053