| ชื่อเรื่อง | : | Modifed Minimum Classification Error Learning and Its Application to Neural Networks |
| นักวิจัย | : | Shimodaira, Hiroshi , Rokui, Jun , Nakai, Mitsuru |
| คำค้น | : | - |
| หน่วยงาน | : | Edinburgh Research Archive, United Kingdom |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2541 |
| อ้างอิง | : | SPR'98 2nd Int. Workshop on Statistical Techniques in Pattern Recognition , http://hdl.handle.net/1842/1060 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | - |
| ขอบเขตของเนื้อหา | : | 10 |
| บทคัดย่อ/คำอธิบาย | : | A novel method to improve the generalization performance of the Minimum Classification Error (MCE) / Generalized Probabilistic Descent (GPD) learning is proposed. The MCE/GPD learning proposed by Juang and Katagiri in 1992 results in better recognition performance than the maximum-likelihood (ML) based learning in various areas of pattern recognition. Despite its superiority in recognition performance, as well as other learning algorithms, it still suffers from the problem of "over-fitting" to the training samples. In the present study, a regularization technique has been employed to the MCE learning to overcome this problem. Feed-forward neural networks are employed as a recognition platform to evaluate the recognition performance of the proposed method. Recognition experiments are conducted on several sorts of data sets. |
| บรรณานุกรม | : |
Shimodaira, Hiroshi , Rokui, Jun , Nakai, Mitsuru . (2541). Modifed Minimum Classification Error Learning and Its Application to Neural Networks.
กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom . Shimodaira, Hiroshi , Rokui, Jun , Nakai, Mitsuru . 2541. "Modifed Minimum Classification Error Learning and Its Application to Neural Networks".
กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom . Shimodaira, Hiroshi , Rokui, Jun , Nakai, Mitsuru . "Modifed Minimum Classification Error Learning and Its Application to Neural Networks."
กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom , 2541. Print. Shimodaira, Hiroshi , Rokui, Jun , Nakai, Mitsuru . Modifed Minimum Classification Error Learning and Its Application to Neural Networks. กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom ; 2541.
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