| ชื่อเรื่อง | : | Optimal classifier selection for adaptive boosting algorithm |
| นักวิจัย | : | Ali, Shawkat. , Dobele, Tony. |
| คำค้น | : | Not a CQU Research Flagship , 700199 Computer software and services not elsewhere classified , 280201 Expert Systems , Computer algorithms. , Application software. , Artificial intelligence. , Boosting -- AdaBoostM1 -- Classification -- Rule method. |
| หน่วยงาน | : | Central Queensland University, Australia |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2550 |
| อ้างอิง | : | http://hdl.cqu.edu.au/10018/12697 , http://acquire.cqu.edu.au:8080/vital/access/manager/Repository/cqu:2788 , cqu:2788 |
| ที่มา | : | Ali, S & Dobele, T 2007, 'Optimal classifier selection for adaptive boosting algorithm', paper presented at the 2007 International Conference on Machine Learning; Models, Technologies and Applications (MLMTA'07), Las Vegas Nevada, USA, 25th-28th June, 2007 |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | Proceeding of the 2007 International Conference on Machine Learning; Models, Technologies and Applications : USA : CSREA Press, 2007. p.272-276 5 pages 1601320272 , aCQUIRe [electronic resource] : Central Queensland University Institutional Repository. |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | Boosting is a general approach for improving classifier performances. In this research we investigated these issues with the latest Boosting algorithm Adaptive Boosting M1 (AdaBoostM1). A trial and error classifier feeding with the AdaBoostM1 algorithm is a regular practice for classification tasks in the research community. We provide a statistical information-based rule method for optimal classifier selection with the AdaBoostM1 algorithm. The classification performance is ranked based on confusion matrix outcome. The solution also verified a wide range of benchmark classification problems. |
| บรรณานุกรม | : |
Ali, Shawkat. , Dobele, Tony. . (2550). Optimal classifier selection for adaptive boosting algorithm.
กรุงเทพมหานคร : Central Queensland University, Australia. Ali, Shawkat. , Dobele, Tony. . 2550. "Optimal classifier selection for adaptive boosting algorithm".
กรุงเทพมหานคร : Central Queensland University, Australia. Ali, Shawkat. , Dobele, Tony. . "Optimal classifier selection for adaptive boosting algorithm."
กรุงเทพมหานคร : Central Queensland University, Australia, 2550. Print. Ali, Shawkat. , Dobele, Tony. . Optimal classifier selection for adaptive boosting algorithm. กรุงเทพมหานคร : Central Queensland University, Australia; 2550.
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