| ชื่อเรื่อง | : | Microarray data classification using automatic SVM kernel selection |
| นักวิจัย | : | Nahar, Jesmin. , Ali, Shawkat. , Chen, Yi-Ping Phoebe. |
| คำค้น | : | Clinical medicine. , Not a CQU Research Flagship , 700199 Computer software and services not elsewhere classified , 280201 Expert Systems , DNA microarrays. , Expert systems (Computer science) , Kernel functions. , Microarray -- SVN -- Classification |
| หน่วยงาน | : | Central Queensland University, Australia |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2550 |
| อ้างอิง | : | http://hdl.cqu.edu.au/10018/12749 , cqu:2806 |
| ที่มา | : | Nahar, J, Ali, S & Chen, Y-PP 2007, 'Microarray data classification using automatic SVM kernel selection', DNA and Cell Biology, vol. 26, no. 10, pp. 707-712. |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | DNA and cell biology New Rochelle, NY, USA : Mary Ann Liebert, Inc., 2007. Vol. 26, issue 10 (October, 2007), p. 707-712 6 pages Refereed 1044-5498 , aCQUIRe [electronic resource] : Central Queensland University Institutional Repository. |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | Microarray classification is one of the most important emerging clinical applications in the medical community. Machine learning algorithms are most frequently used to complete this task. We selected one of the state-of-the-art kernel based algorithms, the Support Vector Machine (SVM), to classify microarray data. Among the large scale of kernels, a significant research question requires answering what is the best kernel for patient diagnosis based on microarray data using SVM?. We explain three solutions based on data visualization and quantitative measure. The proposed solution is then tested by different types of microarray problems. Finally, we find that the rule based approach can be useful for automatic kernel selection of SVM to classify microarray data. |
| บรรณานุกรม | : |
Nahar, Jesmin. , Ali, Shawkat. , Chen, Yi-Ping Phoebe. . (2550). Microarray data classification using automatic SVM kernel selection.
กรุงเทพมหานคร : Central Queensland University, Australia. Nahar, Jesmin. , Ali, Shawkat. , Chen, Yi-Ping Phoebe. . 2550. "Microarray data classification using automatic SVM kernel selection".
กรุงเทพมหานคร : Central Queensland University, Australia. Nahar, Jesmin. , Ali, Shawkat. , Chen, Yi-Ping Phoebe. . "Microarray data classification using automatic SVM kernel selection."
กรุงเทพมหานคร : Central Queensland University, Australia, 2550. Print. Nahar, Jesmin. , Ali, Shawkat. , Chen, Yi-Ping Phoebe. . Microarray data classification using automatic SVM kernel selection. กรุงเทพมหานคร : Central Queensland University, Australia; 2550.
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