| ชื่อเรื่อง | : | Global convergence of online BP training with dynamic learning rate |
| นักวิจัย | : | Zhang, Rui , Xu, Zong-Ben , Huang, Guang-Bin , Wang, Dianhui |
| คำค้น | : | DRNTU::Engineering::Electrical and electronic engineering. |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2555 |
| อ้างอิง | : | Zhang, R., Xu, Z. B., Huang, G. B., & Wang, D. (2012). Global convergence of online BP training with dynamic learning rate. IEEE transactions on neural networks and learning systems, 23(2), 330-341. , 2162-237X , http://hdl.handle.net/10220/13532 , http://dx.doi.org/10.1109/TNNLS.2011.2178315 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | IEEE transactions on neural networks and learning systems |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | The online backpropagation (BP) training procedure has been extensively explored in scientific research and engineering applications. One of the main factors affecting the performance of the online BP training is the learning rate. This paper proposes a new dynamic learning rate which is based on the estimate of the minimum error. The global convergence theory of the online BP training procedure with the proposed learning rate is further studied. It is proved that: 1) the error sequence converges to the global minimum error; and 2) the weight sequence converges to a fixed point at which the error function attains its global minimum. The obtained global convergence theory underlies the successful applications of the online BP training procedure. Illustrative examples are provided to support the theoretical analysis. |
| บรรณานุกรม | : |
Zhang, Rui , Xu, Zong-Ben , Huang, Guang-Bin , Wang, Dianhui . (2555). Global convergence of online BP training with dynamic learning rate.
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Zhang, Rui , Xu, Zong-Ben , Huang, Guang-Bin , Wang, Dianhui . 2555. "Global convergence of online BP training with dynamic learning rate".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Zhang, Rui , Xu, Zong-Ben , Huang, Guang-Bin , Wang, Dianhui . "Global convergence of online BP training with dynamic learning rate."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print. Zhang, Rui , Xu, Zong-Ben , Huang, Guang-Bin , Wang, Dianhui . Global convergence of online BP training with dynamic learning rate. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.
|
ridm@nrct.go.th ระบบคลังข้อมูลงานวิจัยไทย รายการโปรดที่คุณเลือกไว้
