| ชื่อเรื่อง | : | Improved support vector machine generalization using normalized input space |
| นักวิจัย | : | Ali, Shawkat. , Smith-Miles, Kate A. |
| คำค้น | : | 890201 Application Software Packages (excl. Computer Games). , 080105 Expert Systems. , Algorithms. , Support vector machines. , Artificial intelligence. , Normalization -- Classification -- Support Vector Machines. |
| หน่วยงาน | : | Central Queensland University, Australia |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2549 |
| อ้างอิง | : | http://hdl.cqu.edu.au/10018/42805 , cqu:5538 |
| ที่มา | : | Ali, S & Smith-Miles, K 2006, 'Improved support vector machine generalization using normalized input space', in Sattar, A. and Kang, B.H. (eds), Advances in Artificial Intelligence, Springer-Verlag, Berlin. |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | Advances in artificial intelligence. 19th Australian Joint Conference on Artificial Intelligence, Hobart, Australia, December 4-8, 2006, Proceedings. Berlin Heidelberg : Springer-Verlag, 2006. Chapter 40, p. 362-371 1303 pages 163 chapters 9783540497875 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository. |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | Data pre-processing always plays a key role in learning algorithm performance. In this research we consider data pre-processing by normalization for Support Vector Machines (SVMs). We examine the normalization affect across 112 classification problems with SVM using the rbf kernel. We observe a significant classification improvement due to normalization. Finally we suggest a rule based method to find when normalization is necessary for a specific classification problem. The best normalization method is also automatically selected by SVM itself. |
| บรรณานุกรม | : |
Ali, Shawkat. , Smith-Miles, Kate A. . (2549). Improved support vector machine generalization using normalized input space.
กรุงเทพมหานคร : Central Queensland University, Australia. Ali, Shawkat. , Smith-Miles, Kate A. . 2549. "Improved support vector machine generalization using normalized input space".
กรุงเทพมหานคร : Central Queensland University, Australia. Ali, Shawkat. , Smith-Miles, Kate A. . "Improved support vector machine generalization using normalized input space."
กรุงเทพมหานคร : Central Queensland University, Australia, 2549. Print. Ali, Shawkat. , Smith-Miles, Kate A. . Improved support vector machine generalization using normalized input space. กรุงเทพมหานคร : Central Queensland University, Australia; 2549.
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