| ชื่อเรื่อง | : | Voting base online sequential extreme learning machine for multi-class classification |
| นักวิจัย | : | Cao, Jiuwen , Lin, Zhiping , Huang, Guang-Bin |
| คำค้น | : | DRNTU::Engineering::Electrical and electronic engineering |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2556 |
| อ้างอิง | : | Cao, J., Lin, Z., & Huang, G. B. (2013). Voting base online sequential extreme learning machine for multi-class classification. 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013), 2327-2330. , http://hdl.handle.net/10220/16887 , http://dx.doi.org/10.1109/ISCAS.2013.6572344 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | - |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | In this paper, we propose a voting based online sequential extreme learning machine (VOS-ELM) for single hidden layer feedforward networks (SLFNs) to perform the online sequential multi-class classification. Utilizing the recent voting based extreme learning machine (V-ELM) and the online sequential extreme learning machine (OS-ELM), the newly developed VOS-ELM is able to classify online sequences by learning data one-by-one or chunk-by-chunk with fixed or varying chunk size and to reach a higher classification accuracy than the original OS-ELM. Simulations on several real world classification datasets show that VOS-ELM outperforms OS-ELM as well as several state-of-the-art online sequential algorithms. |
| บรรณานุกรม | : |
Cao, Jiuwen , Lin, Zhiping , Huang, Guang-Bin . (2556). Voting base online sequential extreme learning machine for multi-class classification.
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Cao, Jiuwen , Lin, Zhiping , Huang, Guang-Bin . 2556. "Voting base online sequential extreme learning machine for multi-class classification".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Cao, Jiuwen , Lin, Zhiping , Huang, Guang-Bin . "Voting base online sequential extreme learning machine for multi-class classification."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2556. Print. Cao, Jiuwen , Lin, Zhiping , Huang, Guang-Bin . Voting base online sequential extreme learning machine for multi-class classification. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2556.
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