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Physics Of Theoretical And Applied Information Technology

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Journal of Theoretical and Applied Information Technology 10th May 2016. Vol.87. No.1
© 2005 - 2016 JATIT & LLS. All rights reserved.
ISSN: 1992-8645 www.jatit.org E-ISSN: 1817-3195
1
A COMPUTATIONAL HYBRID MODEL WITH TWO LEVEL
CLASSIFICATION USING SVM AND NEURAL NETWORK
FOR PREDICTING THE DIABETES DISEASE
1NASIB SINGH GILL, 2 POOJA MITTAL
1 Professor, Department of Computer Science & Applications, Maharshi Dayanand University, Rohtak,
Haryana, India
2 Assistant Professor, Department of Computer Science & Applications, Maharshi Dayanand University,
Rohtak, Haryana, India
Email: mpoojamdu@gmail.com
ABSTRACT
Data Mining is a collection of number of computational approaches. These approaches are used to develop
Knowledge inference systems
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INTRODUCTION
Diabetes is one of the most common chronic, debilitating complex and intricate disease found in all age groups ranging from infants to old age people in all populations. Insulin is a vital and an essential component of our human body metabolism which is used for its proper growth.
Diabetes may be caused due to inadequate production of insulin or inappropriate utilization of the produced insulin. In any of the situation, plenty of glucose is available in the blood stream which human body could not utilize it properly [1], resulting in the diabetes. Broadly, diabetes is categorized into two categories: Type 1 and Type
2. Due to insulin deficiency, Type 1 diabetes is caused, also known as juvenile diabetes. The only solution to this type of diabetes is to inject the required amount of insulin as supplement in the patient’s body. Whereas: Type 2 diabetes is more commonly known as Adult-onset diabetes. It is the most common type of diabetes, which usually develops at the age of 40 and older.
According to Diabetes Atlas, it is estimated that about 194 million people worldwide are suffering from diabetes and it is estimated that this will increase to 333 million or 6.3% by 2025 [2].
Type 2 diabetes is spreading like an epidemic and constitutes about 85% to 95% of all diabetes in developed countries and even higher in developing countries [3]. Diabetes is taking shape of a serious global problem
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