Work place: Deptt. Of CSE, Hindu College of Engg., Sonepat, Haryana-131001, India
E-mail: karunaghai2@gmail.com
Website:
Research Interests: Bioinformatics, Computer systems and computational processes, Data Mining, Data Structures and Algorithms
Biography
Karuna Ghai has received B. Tech. degree in Computer Science and Engineering from Bhagwan Mahaveer Institute of Engineering and Technology, Sonepat, Haryana, India in 2012 and she is now a Master student in Hindu College of Engineering, Sonepat, Haryana, India. Her research interest includes Bioinformatics and Data mining in Microarray data.
By Karuna Ghai Sanjay K. Malik
DOI: https://doi.org/10.5815/ijmecs.2015.10.06, Pub. Date: 8 Oct. 2015
Data Mining is an analytical process intended to explore the data in search of consistent patterns. Due to its wide spread applications in biomedical industry and publicly available genomic data, data mining has become upcoming topic in the analysis of gene expression data. Clustering is the first step in understanding the complicated biological systems. The objective of clustering is to organize the samples into intrinsic clusters such that samples with high similarity belong to same cluster. The significance of clustering gene profiles is two-fold. Firstly, it assists in diagnosis of the disease condition and secondly it discloses the effect of certain treatment on genes. In this paper, we propose a new method to cluster gene expression data that is solely based on the concept of hierarchical clustering with a different method to compute the similarity between datasets and merge the pairs. The experimental results on two microarray data show the correctness and competence of proposed technique.
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