Title :
Notice of Retraction
Study on advanced variance-considered machines using Mahalanobis distance
Author :
Junheong Park ; Kwee-Bo Sim ; Seung-min Park
Author_Institution :
Sch. of Electr. & Electron. Eng., Chung-Ang Univ., Seoul, South Korea
Abstract :
Notice of Retraction
After careful and considered review of the content of this paper by a duly constituted expert committee, this paper has been found to be in violation of IEEE´s Publication Principles.
We hereby retract the content of this paper. Reasonable effort should be made to remove all past references to this paper.
The presenting author of this paper has the option to appeal this decision by contacting TPII@ieee.org.
Support Vector Machine maximizes a margin between two groups. Variance-considered machine improves SVM to align hyper plane according to two classes´ variance and prior probability to reduce the error rate. There is probabilistically imprecise things those data classified by VCM. In this paper, we introduce the VCM and try to propose a concept that is to confer reliability estimated by Mahalanobis distance upon data separated by VCM.
Keywords :
pattern classification; probability; reliability; support vector machines; Mahalanobis distance; advanced variance-considered machines; data classification; error rate reduction; reliability estimation; support vector machine; Educational institutions; Kernel; Reliability; Support vector machine classification; Training; Training data; Machine Learning; Mahalanobis distance; Reliability; Support Vector Machine; Variance Considered Machines;
Conference_Titel :
Natural Computation (ICNC), 2011 Seventh International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9950-2
DOI :
10.1109/ICNC.2011.6022100
