JOURNAL ARTICLE

Classification Of Microarray Gene Expression Using Artificial Neural Network(Ann)

K. Kalyani

Year: 2021 Journal:   Turkish Journal of Computer and Mathematics Education (TURCOMAT) Vol: 12 (7)Pages: 1372-1378

Abstract

The accurate cancer classification is very important task for cancer treatment. Recently the informative genes are identified from the thousands of genes for correct cancer classification. The collection of microscopic Deoxyribo Nucleic Acid (DNA) microarray is attached in the solid surface. In this study, DNA microarray data is used for cancer classification. The system uses Artificial Neural Network (ANN) for DNA Microarray Data Classification. Initially, the pre-processing step is made by using log transformation method to remove the raw data and feature selection.These selected features are classified by using ANN. Rectified Linear Unit (RELU) activationfunctionisusedastheactivationfunctionineachANN layer. SoftMax is used for classification. The performance of the system is made by using leukemia dataset and produces the classification accuracy of 91.65% by usingANN.

Keywords:
Artificial intelligence Artificial neural network Softmax function Pattern recognition (psychology) Computer science Feature selection Microarray analysis techniques DNA microarray Computational biology Gene Data mining Biology Gene expression Genetics

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Topics

Gene expression and cancer classification
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Machine Learning in Bioinformatics
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology

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