International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 120

Research Paper | Computer Science & Engineering | India | Volume 4 Issue 10, October 2015


A Data Mining Approach to Detect Tuberculosis Using Clustering and GA-NN Techniques

Shakshi Garg | Navpreet Rupal [2]


Abstract: During the past years, this has turn out to be clear that the range of Human Immunodeficiency Virus infection as well as persons immigrate from zones of high rate have ensued in bigger amount of Tuberculosis events. TB can affect all types of organs in a living being body. In previous years, TB classification has been done using various algorithms like color segmentation, thresholding, histogram equalization. The main objective of this research work is to create a data mining way out that makes identification of TB as exact as possible. In our proposed framework we have used various techniques such as centroid selection based clustering algorithm would be used to enhance the clustering scheme, PCA for feature extraction, genetic algorithm for feature optimization and neural network for training and testing purpose. In the end, results are being evaluated after classification and testing on the basis of performance parameter such as accuracy, recall, precision, false acceptance ratio, and false rejection ratio.


Keywords: Tuberculosis, Data Mining, Principal Component Analysis, Neural network, Genetic Algorithm


Edition: Volume 4 Issue 10, October 2015,


Pages: 1841 - 1844


How to Download this Article?

You Need to Register Your Email Address Before You Can Download the Article PDF


How to Cite this Article?

Shakshi Garg, Navpreet Rupal, "A Data Mining Approach to Detect Tuberculosis Using Clustering and GA-NN Techniques", International Journal of Science and Research (IJSR), Volume 4 Issue 10, October 2015, pp. 1841-1844, https://www.ijsr.net/get_abstract.php?paper_id=SUB159161

Similar Articles with Keyword 'Data Mining'

Downloads: 0

Survey Paper, Computer Science & Engineering, India, Volume 11 Issue 8, August 2022

Pages: 947 - 949

COVID-19 Prediction using Machine Learning Algorithms

Saily Suresh Patil

Share this Article

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 8, August 2021

Pages: 1068 - 1070

Predicting the Course Knowledge Level of Students using Data Mining Techniques

Thapaswini P S [2]

Share this Article
Top