Impact of feature selection on support vector machine using microarray gene expression data

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Impact of feature selection on support vector machine using microarray gene expression data

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง	:	Impact of feature selection on support vector machine using microarray gene expression data
นักวิจัย	:	Wahid, Choudhury. , Ali, Shawkat. , Tickle, Kevin.
คำค้น	:	Applied research. , 890202 Application Tools and System Utilities. , 080109 Pattern Recognition and Data Mining. , Support vector machines. , DNA microarrays. , Support Vector Machine -- Feature selection -- Cancer classification -- Microarray gene expression data
หน่วยงาน	:	Central Queensland University, Australia
ผู้ร่วมงาน	:	-
ปีพิมพ์	:	2552
อ้างอิง	:	http://hdl.cqu.edu.au/10018/45172 ,
ที่มา	:	Wahid, C, Shawkat Ali, A & Tickle, K 2009, 'Impact of feature selection on support vector machine using microarray gene expression data' paper presented at the 2009 Second International Conference on Machine Vision. Dubai, United Arab Emirates, 28th-30th December, 2009, pp. 189-193
ความเชี่ยวชาญ	:	-
ความสัมพันธ์	:	2009 Second International Conference on Machine Vision, Dubai, United Arab Emirates, 28-30 December 2009. USA. : IEEE, 2009. p. 1-5- 5 pages Refereed 9780769539447 (online) , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา	:	-
บทคัดย่อ/คำอธิบาย	:	Recent researches have investigated the impact of feature selection methods on the performance of support vector machine (SVM) and claimed that no feature selection methods improve it in high dimension. However, they have based this argument on their experiments with simulated data. We have taken this claim as a research issue and investigated different feature selection methods on the real time micro array gene expression data. Our research outcome indicates that feature selection methods do have a positive impact on the performance of SVM in classifying micro array gene expression data.
บรรณานุกรม	:	APA Chicago MLA Vancouver Wahid, Choudhury. , Ali, Shawkat. , Tickle, Kevin. . (2552). Impact of feature selection on support vector machine using microarray gene expression data. กรุงเทพมหานคร : Central Queensland University, Australia. Wahid, Choudhury. , Ali, Shawkat. , Tickle, Kevin. . 2552. "Impact of feature selection on support vector machine using microarray gene expression data". กรุงเทพมหานคร : Central Queensland University, Australia. Wahid, Choudhury. , Ali, Shawkat. , Tickle, Kevin. . "Impact of feature selection on support vector machine using microarray gene expression data." กรุงเทพมหานคร : Central Queensland University, Australia, 2552. Print. Wahid, Choudhury. , Ali, Shawkat. , Tickle, Kevin. . Impact of feature selection on support vector machine using microarray gene expression data. กรุงเทพมหานคร : Central Queensland University, Australia; 2552.