| ชื่อเรื่อง | : | A hybrid online sequential extreme learning machine with simplified hidden network |
| นักวิจัย | : | Er, M. J. , Zhai, L. Y. , Li, X. , San, L. |
| คำค้น | : | DRNTU::Engineering::Computer science and engineering |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2555 |
| อ้างอิง | : | Er, M. J., Zhai, L. Y., Li, X., & San, L. (2012). A hybrid online sequential extreme learning machine with simplified hidden network. IAENG International journal of computer science, 39(1), 1-9. , 1819-656X , http://hdl.handle.net/10220/23965 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | IAENG International journal of computer science |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | In this paper, a novel learning algorithm termed Hybrid Online Sequential Extreme Learning Machine (HOS-ELM) is proposed. The proposed HOS-ELM algorithm is a fusion of the Online Sequential Extreme Learning Machine (OS-ELM) and the Minimal Resource Allocation Network (MRAN). It is capable of reducing the number of hidden nodes in Single-hidden Layer Feed-forward Neural Networks (SLFNs) with Radial Basis Function (RBF) by virtue of adjustment in node allocation and pruning capability. Simulation results show that the generalization performance of the proposed HOS-ELM is comparable to the original OS- ELM with significant reduction in the number of hidden nodes. |
| บรรณานุกรม | : |
Er, M. J. , Zhai, L. Y. , Li, X. , San, L. . (2555). A hybrid online sequential extreme learning machine with simplified hidden network.
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Er, M. J. , Zhai, L. Y. , Li, X. , San, L. . 2555. "A hybrid online sequential extreme learning machine with simplified hidden network".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Er, M. J. , Zhai, L. Y. , Li, X. , San, L. . "A hybrid online sequential extreme learning machine with simplified hidden network."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print. Er, M. J. , Zhai, L. Y. , Li, X. , San, L. . A hybrid online sequential extreme learning machine with simplified hidden network. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.
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