Classification Mining SNPs from Leukaemia Cancer Dataset Using Linear Classifier with ACO
Journal Title: Bonfring International Journal of Data Mining - Year 2016, Vol 6, Issue 2
Abstract
Single Nucleotide Polymorphisms(SNP) are the foremost common type of genetic variation in human comprising nearly1/1,000th of the typical human genome. SNP offer the foremost complete information for genome-wide association studies. We tend to propose a process methodology to quickly notice true SNPs in public-available leukemia cancer database. Much analysis has been specializing in various genetic models to spot genes that may predict the disease status. However, increasing the amount of SNPs generates large amount of combined genetic outcomes to be tested. Classification could be a data processing technique to predict cluster membership for data instances. The ACO could be a probabilistic technique for computational issues which may be reduced to finding sensible ways through graphs. In this research paper data mining classification techniques linear classifier are analyzed with ACO on leukemia cancer dataset. Performance of these techniques is compared by accuracy, Sensitivity and Specificity. The experimental results show that Linear classifier with ACO is able to distinguish cancer diseases from normal with the maximum accuracy of 73.20%, Sensitivity of 69.21% and specificity of 65% whereas SVM are 70.00% of accuracy, 65.20% of sensitivity and specificity of 63.53%.
Authors and Affiliations
P. H. Prathibha , Dr. C. P. Chandran
Keywords
Related Articles
- EP ID EP164586
- DOI 10.9756/BIJDM.8134
- Views 116
- Downloads 0
Estimation of Area under the ROC Curve Using Exponential and Weibull Distributions
In recent years the Receiver Operating Characteristic (ROC) curves received much attention in medical diagnosis for classifying the subjects into one of the two groups. Many researchers have provided the mathematical for...
A Study on the Bi-Rayleigh ROC Curve Model
Receiver Operating Characteristic (ROC) curves are used to describe and compare the accuracy of diagnostic test or the ability of a continuous biomarker in discriminating between the subjects into healthy or diseased cas...
Literature Review on Web Mining
Web is a platforms for information exchange, as it is simple and easy to publish documents. Searching for information becomes a difficult and time-consuming process as the web grows. Web mining uses various data mining t...
Hankel Determinant for a Subclass of Alpha Convex Functions
In the present investigation, the upper bound of second Hankel determinant for functions belonging to the subclass of analytic functions is studied. Results presented in this paper would extend the corresponding results...