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FORESTALLING GROWTH RATE IN TYPE II DIABETIC PATIENTS USING DATA MINING AND ARTIFICIAL NEURAL NETWORKS: AN INTENSE SURVEY
Kiran Bala Dubey 1 ; Gyanesh Shrivastava 22 School of Information Technology, MATS University, Raipur, India.
Article Id - IJCET_10_03_004, Pages : 31-38, Date of Publication : 2019/05/27
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Abstract
The race for urbanization and thirst for high living status leads to unhealthy life. As the result a rapid growth in number of diabetic patients in urban areas approaching to its deadline. In this situation it become a prime necessity for physicians and health workers to recognize accurate growth rate in number of diabetic patients. Artificial Neural Network is used as one of the artificial intelligent technique for forestalling growth rate of type II diabetic patients. Diabetes occurred due to increased level of glucose in blood. In this paper, an intense survey is done for the prediction of Type II diabetes using different Data Mining tools and Artificial Neural Network techniques, is presented. This survey is aimed to recognize and propose an effective technique for earlier prediction of the Type II diabetes. The data mining techniques like C4.5 Classifier, Support Vector Machine and K-Nearest Neighbour are compared for this work with Artificial Neural Network. As the results Artificial Neural Network found with a great accuracy of 89%.
Keywords
Artificial Neural Network, Type II Diabetes, Prediction, BPN.
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International Journal of Computer Engineering and Technology (IJCET) employs a paperless, electronic submission and evaluation system to promote a rapid turnaround in the peer review process. IJCET is an open access refereed journal that publishes articles which contribute new results in selected areas of the computer engineering and technology.
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Mr. Kodanda Rami Reddy Manukonda - IBM, USA.
Chief Editor
Dr. T. Purusothaman - Associate Professor, Department of Information Technology, Government College of Technology, Coimbatore, Tamilnadu, India
Managing Editor
Dr. Dheyaa J. Kadhim - College of Engineering, University of Baghdad, Iraq
Dr. A.Udayakumar - Hindustan University, Tamilnadu, India
Dr. M.Ramakrishnan - Madurai Kamaraj University, Tamilnadu, India
Associate Editor
Prof. B. Arthi Gandhimathi - IAEME Publication, Tamilnadu, India
Dr. N. Tamil Selvan - RVS College of Engineering & Technology, Tamilnadu, India
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Dr. Preeti Patil - Head and Associate Professor, Department of Information Technology, D.Y. Patil College of Engineering, Akurdi, Pune, India
Dr. A.K. Sen - Principal, St. Francis Institute of Technology, Maharashtra, India
Dr. Mohammed Faisal - Nizwa College of Technology, Oman
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Dr. Ohammed Ali Hussain - Sri Sai Madhavi Institute of Science and Technology, Andhra Pradesh, India
Dr. Yaswanth Kumar Avulapati - Sri Venkateswara University, Andhra Pradesh, India
Dr. Sukumar Senthilkumar - Division of Computer Science and Engineering, Chon Buk National University, South Korea
Dr. S. Sasidhar Babu - Sree Narayana Gurukulam College of Engineering, Kerala, India
Dr. Mohamed Abd El-Basset Matwalli - Zagazig University, Egypt
Prof. Kapil Tajane - Tajane Pimpri Chinchwad College of Engineering, Pune, India
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Mr. Rajeev Reddy Vishaka - Software Engineering Leader, USA
. Ankur Saini - USA
. Ashish Bansal - USA
. Saurabh Kumar - Facebook, Inc, USA
. Kiran Kumar Reddy Yanamala - USA
Dr. Sivaraju Kuraku - Secops Specialist, University of the Cumberlands, USA.
. Vijay Kumar Reddy Voddi - USA
. Venkat Sumanth Guduru - Software development specialist, USA
. Sandhya Rani Koppanathi - Salesforce Technical Lead at Amazon, USA
. Praveen Kumar Thopalle - USA
Mr. Satyadeepak Bollineni - Databricks, Texas, USA
. Alpesh Kanubhai Patel - Senior Salesforce Developer, Contractor at MHBE (Maryland Health Benefit Exchange) through Global Alliant, USA
. Ratnangi Nirek - Sr. Escalation Engineer, Dallas, Microsoft, USA
. Akash Gill - USA
Mr. Saugat Nayak - .
. Rajesh Kotha - Senior Development Engineering Advisor, Fiserv, USA
. Sundeep Goud Katta - USA
. Anirudh Mustyala - USA
. Rahul Khurana - Principal Architect, T-Mobile, USA
Mr. Ankit Bansal - Data Scientist, Data & Insights, NESTLE WATER NORTH AMERICA, STAMFORD, CONNECTICUT, USA
. Prathyusha Nama - Test Architecture Manager, Align Technology Inc., USA
. Tejesh Reddy Singasani - University Of Cumberlands, Louisville, KY, USA
. Ravi Shankar Koppula - United States Patents and Trademark office (USPTO), USA
. Manish Sanwal - Engineering Department, News Corporation, New York, USA
. Samuel Johnson - USA
. Gnana Teja Reddy Nelavoy Rajendra - USA
. Deepak Kaul - USA
. Preetish Kakkar - Adobe, USA
. Kumaresan Mudliar - Product Manager, Coupa Software, USA
. Niravkumar Dhameliya - USA
Mr. Sanjay Ramdas Bauskar - Pharmavite LLC, USA
. Nikhil Suryawanshi - Principal Software Engineer, California, USA
. Sreenivasulu Purini - Consultant, Hexaware Technologies Inc, USA
. Karthik Venkatesh Ratnam - Public Cloud Engineer, Workday, USA
. Gayathri Mantha - USA
. Rajesh Kumar Butteddi - Lead Software Engineer, JPMChase TX, USA
. Jagadeesh Vedula - Meghaz Inc, US
. Aparna Manda - Software Engineer, Google LLC, USA
. Wasif Khan - USA
. Nagaraju Islavath - USA
. Alekhya Gandra - Atlanta, Georgia, USA
. Praveen Kumar Koppanati - USA
. Pallavi Priya Patharlagadda - USA
. Sai Vishnu Vardhan Machapatri - United States of America
. Sagar Vishnubhai Sheta - Software Developer, Lathia investments LLC, USA
. Vineela Komandla - USA
. Vishnu Vardhan Reddy Boda - USA
. Sai Kumar Thumburu - USA
. Jayaram Immaneni - USA
Mr. Anurag - USA
Mr. Chandra Sagili - Client Server Technology Solutions, USA
Mr. Srikanth Bellamkonda - Barclays Services Corp, New Jersey, USA
Mr. Parameshwar Reddy Kothamali - Northeastern University, USA
. Nikhil Kodali - USA
. Subrata Banik - Bangladesh
. Nandakumar Pezhery - Vice President - Cloud Solutions, Xoriant, New Jersey, USA
. Shiksha Rout - Dubai, United Arab Emirates
. Bhaskara Rao Arepalli - USA
. Ramanakar Reddy Danda - IT Architect, Blue Cross Blue Shields of North Carolina, Durham, NC, USA
. AdisheshuReddy Kommera - Discover Financial Services, USA
. Sudheer Devaraju - Staff Solutions Architect, Walmart Inc., Bentonville, AR USA
. Vinay Dutt Jangampet - Staff App Ops Engineer- Splunk and AWS Architect at Intuit, 10601 Promenade Terrace, McKinney, TX 75072, USA
. Saumya Dash - Atlassian, USA
. Santosh Singh - California, USA
. Sunil Kishor Pathak - PayPal, USA
. Mahaboob Subhani Shaik - SAIPSIT, Inc, USA
. Priyanka Gowda Ashwath Narayana Gowda - Senior Software Engineer, America First Credit Union, USA
. Sai Kiran Reddy Malikireddy - Distinguished Architect - Walmart Inc, USA
. Bhargava Reddy Maddireddy - Voya Financials, Sr.IT, security Specialist, USA
. Phanindra Sai Boyapati - USA
. Arunkumar Paramasivan - Senior Data Engineer , Amazon, USA
. Praveen Payili - Horizon Soft Solutions, Inc, USA
. Goutham Kacheru - Apexon, United States
. Srinivas Maddela - Safety and Efficacy IT Solutions, USA
. Bharadwaja Reddy Chirra - Cyber Security Architect, Redlegg, USA.
. Dinesh Reddy Chirra - Cyber Security Specialist, Hexaware, USA.
. Gireesh kambala - MD, CMS Engineer, Lead, USA
. Manoj chowdary Vattikuti - Senior Research Scientist, Cardinal Health, Dublin Ohio, USA
. Deekshith Alladi - Senior research scientist, Sr. Software Engineer, India
. Sai Teja Boppiniti - Sr. Data engineer and Scientist Boca Raton, FL USA
. Manaswini Davuluri - Sr. Project Manager and Independent Researcher, USA
. Sai Prakash Narasingu - Sr Staff Engineer - Cloud & Observability, Leading Enterprise AI Company, Mckinney, Texas, USA
. Srinivas Chippagiri - Sr. Member of Technical Staff, Salesforce Inc, USA.
. Varinder Garg - India
. Siranjeevi Srinivasa Raghavan - Michigan, USA
. Jaswanth Kumar Vuggumud - United States of America
. Vivek Yadav - USA
. Vidyasagar Vangala - IT Project Lead, Orrba Systems, United States of America
. Kranthi Kumar Godavarthi - Technical Project Manager, Deloitte, USA
. Jagadeesh Vedula - Meghaz Inc, USA
. Meethun Kumar Panda - Bain & Company, Dubai, UAE
Mr. Aditya Garimella - Lead Full Stack Engineer & Independent Researcher, USA
. Vinay Kumar Ankusarao - Motorola Solutions Inc, USA
. Vamshi Bharath Munagandla - Data Integration & Analytics Specialist, Northeastern University, USA
. Rajesh Vasa - ValueMomentum, USA
. Maheshbhai K Kansara - Database Engineering Manager, Amazon Web Services, USA
. Atmajitsinh Gohil - Deutsche Bank, USA
. Abhaykumar Dalsaniya - LTIMindtree Limited, USA
. Srivenkatesh Dudala - Technical Program Manager, Dallas, Texas , USA
. Babulal Shaik - AWS Cloud Support Engineer Amazon Web Services, Dallas, USA.
. Apurva Shrivastava - Amazon ,USA
. Rithin Gopal Goriparthi - Senior software developer, General Service Administration -GSA, USA
. Sangeeta Anand - SENIOR BUSINESS SYSTEM ANALYST, USA.
. Ali Asghar Mehdi Syed - Imprivata Inc. Senior DevOps Engineer, InfraOps St. Petersburg, FL , USA.
. Yasodhara Varma - Vice President - Lead Software Engineer JPMorgan Chase & Co. USA
. Swetha Talakola - Software Engineer, Walmart, Bentonville, Arkansas, USA.
. Parth Jani - USA
. Sunil Kumar Mudusu - Church Mutual Insurance Company, S.I. 104 Texas Bluebonnet Trail, Georgetown, TX, USA
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. Nirup Pothireddy - Technical Lead, Cisco Systems Inc, USA
. Omkar Reddy Polu - City National Bank, USA
. Prasad Manda - USA
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. Vijaybhasker Pagidoju - Saint Charles, Missouri, USA
. Akinrotimi Odetoran - MS Student Joint School of Nansocience and Nanoengineering, Greensboro, USA
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. Narendra Maddukuri - Sheffield Hallam University, UK
. Akinniyi James Samuel - USA
. Rahul Wankhede - Director of Data Science, USA
. Mohit Thodupunuri - Sr Software Developer, Charter Communications INC, USA
. Akinniyi James Samuel - USA
. Temitope Oluwatosin Fatunmbi - USA
. Tirumala Ashish Kumar Manne - Principal Cloud Architect, Optum, USA
. Narayana Gaddam - Platform Senior Developer, Vice President, City National Bank, USA
. Sandhya Guduru - Independent Scholar, California, United States
. Laxmikanth Mukund Sethu Kumar - JP Morgan Chase Bank USA
. Mohith Kumar Shrivastava - USA
. Anandakumar Sundaramoorthy - Senior Product Manager Microsoft United States
. Anandakumar Sundaramoorthy - Senior Product Manager Microsoft United States
. Sai Rama Krishna Nersu - Senior Software Developer/Researcher, USA
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. Kishore Thota - Exotic IT services Corporation, Canada
. Raghu Chukkala - AI Chatbot Engineer/Architect, Verizon communication services, USA
. Pavan Kumar Bollineni - Manager, USA
. Chandra Sekhara Reddy Adapa - LabCorp (Laboratory Corporation) United States of America
. Pramod Ganore - Virginia, USA
. Gangadhar Vasanthapuram - Technology Architect, Smartworks LLC, Hillsborough, New Jersey 08844, USA
. Harshavardhan Chinthalapalli - Senior Data Engineer, Cognizant, USA
. Pavan Paidy - USA
. Anand Sharma - Lead Application Architect, PravasTech INC, Cumming GA, USA
. Priya Balasubramanian - Senior Software Engineer, Intel Corporation, Hillsboro, USA
. Bharat Chaturvedi - USA
. Saichand Pasupuleti - Virgina , USA
. Sridhar Krishna Korimilli - Sr. Principal Technical Leader, Oracle, USA
. Sibaram Prasad Panda - Decision Ready Solutions, 400 Spectrum Center Dr, Irvine, CA 92618, USA
. Balaji Chode - Unified Business Technologies Inc, Country, USA
. Sheetal Kaul - Intel, USA
. Shiva Kumar Chinnnam - Clemson University, USA
. Yuvakumar Kuramannagari - Lead Software Engineer, JPMorgan Chase & Co, USA
. Sandeep Kamadi - Wilmington University, Delaware, USA
. Chandrasekhar Anuganti - Truist Bank, North Carolina, USA
. Ramesh Chandra Aditya Komperla - Senior Engineer, Geico, USA
. Prashanth Areddy - Senior Manager, Data Acquisition Programmer, Bayer U.S. LLC. – Whippany, NJ, USA
. Ravi Tej Mutha Kotla - Integration/Solution Architect, USA
Mr. Sukruthi Reddy Sangannanagari - Senior Quality Assurance Specialist and Full Stack Developer, FM Global, USA
. Chandra Shekar Chennamsetty - Autodesk Inc., Principal Software Engineer, USA
. Rajesh Karvannan - Global Logic Worldwide Holdings, Senior Specialist Engineer, USA
. Bijal Dave - Istream solutions, Full stack Lead, USA
Mr. Sridhar Lanka - Data Architect, Emids, USA
. Srikant Sudha Panda - Senior Technical PM, Microsoft, USA
. Tharun K Nallamothu - Senior software developer, Microsoft, USA
. Siva Venkatesh Arcot - Cisco Systems, USA
. Paul Praveen Kumar Ashok - USA
. Vasanthakumar Gnanasambandam - USA
. Ashutosh Agarwal - Stevens Institute of Technology, The United States of America
. Oluyinka Joseph Adedokun - University of Alabama in Huntsville, Alabama, USA
. Rajesh Nadipalli - USA
. Rajani Kumari Vaddepalli - Senior Data Engineer, Callaway Golf, USA
Reviewer Board
Prof. Muhammad Naufal Bin Mansor - University Malaysia Perlis, Malaysia
Dr. Harman Preet Singh - PGDAV College, India
Dr. M. Giri - Sreenivasa Institute of Technology and Management Studies, India
Dr. R.Senthil Kumar - Sri Nandhanam College Of Engineering and Technology,Vellore, India
Dr. Chitra Kiran .N - Sai Vidya Institute of Technology, Bangalore, India
Dr. Shrikant Tiwari - Shri Shankaracharya Group of Institutions- Chattisgarh, India
Dr. H.S.Behera - Veer Surendra Sai University of Technology (VSSUT)Odisha, India
Dr. Suryakant B Patil - JSPM's ICOER, Wagholi, Pune, India
Prof. Varadala Sridhar - Vidya Jyothi Institute of Technology, Andhra Pradesh, India
Prof. Kuntal Barua - Lakshmi Narain College of Technology, Indore, India
For Authors
Paper title (14 Bold)- Capital Letter
First Author1, Second Author2 (13 Bold- Times New Roman)
1(Department, College/ University Name, Address, Country Name, Email) (12)
2(Department, College/ University Name, Address, Country Name, Email) (12)
ABSTRACT (12 Bold)
The abstract should summarize the content of the paper. Try to keep the abstract below 350 words. Do not make references nor display equations in the abstract. The journal will be printed from the same-sized copy prepared by you. Your manuscript should be printed on A4 paper (21.0 cm x 29.7 cm). It is imperative that the margins and style described below be adhered to carefully. This will enable us to keep uniformity in the final printed copies of the Journal. Please keep in mind that the manuscript you prepare will be photographed and printed as it is received. Readability of copy is of paramount importance.(12)
Keywords (12 Bold) : About five key words in alphabetical order, separated by comma (12)
I. INTRODUCTION (12 BOLD)
The introduction of the paper should explain the nature of the problem, previous work, purpose, and the contribution of the paper. The contents of each section may be provided to understand easily about the paper. (12)
II. HEADINGS (12 BOLD)
The headings and subheadings, starting with "1. Introduction", appear in upper and lower case letters and should be set in bold and aligned flush left. All headings from the Introduction to Acknowledgements are numbered sequentially using 1, 2, 3, etc. Subheadings are numbered 1.1, 1.2, etc. If a subsection must be further divided, the numbers 1.1.1, 1.1.2, etc.
The font size for heading is 12 points bold face and subsections with 12 points and not bold. Do not underline any of the headings, or add dashes, colons, etc. (12)
III. INDENTATIONS AND EQUATIONS(12 BOLD)
The first paragraph under each heading or subheading should be flush left, and subsequent paragraphs should have a five-space indentation. A colon is inserted before an equation is presented, but there is no punctuation following the equation. All equations are numbered and referred to in the text solely by a number enclosed in a round bracket (i.e., (3) reads as "equation 3"). Ensure that any miscellaneous numbering system you use in your paper cannot be confused with a reference [4] or an equation (3) designation. (12)
IV. FIGURES AND TABLES(12 BOLD)
To ensure a high-quality product, diagrams and lettering MUST be either computerdrafted or drawn using India ink.
Figure captions appear below the figure, are flush left, and are in lower case letters.When referring to a figure in the body of the text, the abbreviation "Fig." is used. Figures should be numbered in the order they appear in the text.
Table captions appear centered above the table in upper and lower case letters. When referring to a table in the text, no abbreviation is used and "Table" is capitalized. (12). Figures and tables should be included in the running text itself
V. CONCLUSION (12 BOLD)
A conclusion section must be included and should indicate clearly the advantages, limitations, and possible applications of the paper. Although a conclusion may review the main points of the paper, do not replicate the abstract as the conclusion. A conclusion might elaborate on the importance of the work or suggest applications and extentions. (12)
VI. ACKNOWLEDGEMENTS(12 Bold)
An acknowledgement section may be presented after the conclusion, if desired.( 12)
REFERENCES (12 BOLD)
This heading is not assigned a number.
A reference list MUST be included using the following information as a guide. Only cited text references are included. Each reference is referred to in the text by a number enclosed in a square bracket (i.e., [3]). References must be numbered and ordered according to where they are first mentioned in the paper, NOT alphabetically.
Examples follow:
ournal Papers:
[1] M Ozaki, Y. Adachi, Y. Iwahori, and N. Ishii, Application of fuzzy theory to writer recognition of Chinese characters, International Journal of Modelling and Simulation, 18(2), 1998, 112-116. (12)
Books:
[2] R.E. Moore, Interval analysis (Englewood Cliffs, NJ: Prentice-Hall, 1966). (12) Note that the title of the book is in lower case letters and italicized. There is no comma following the title. Place of publication and publisher are given.
Chapters in Books:
[3] P.O. Bishop, Neurophysiology of binocular vision, in J.Houseman (Ed.), Handbook of physiology, 4 (New York: Springer-Verlag, 1970) 342-366. (12) Note that the place of publication, publisher, and year of publication are enclosed in brackets. Editor of book is listed before book title.
Theses:
[4] D.S. Chan, Theory and implementation of multidimensional discrete systems for signal processing, doctoral diss., Massachusetts Institute of Technology, Cambridge, MA, 1978. (12)
Proceedings Papers:
[5] W.J. Book, Modelling design and control of flexible manipulator arms: A tutorial review, Proc. 29th IEEE Conf. on Decision and Control, San Francisco, CA, 1990, 500-506 (12)
IAEME Publication Fees
IAEME Publication charges an Article Processing Charge (APC) once an article is accepted for publication. These charges cover the costs of turning a manuscript into a finished article, as well as the costs of hosting, distributing and promoting an article.
Article Processing Charges explained
We are committed to making the costs of publishing as clear as possible and so the charges for each journal are clearly displayed on each journal`s homepage.
When a manuscript is submitted, it passes through the many different departments at IAEME Publications to ensure the quality checks, peer review, production and promotion of articles is carried out in a timely manner and to a high standard:
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IAEME Publication does not request Article Submission Charges, also called Submission Fees. These are due at the time of submission of the manuscript. Nor does IAEME charge per page or for color figures or for any other items for which other publishers are known to charge.
Sources for Article Processing Charges (APC)
Authors of an article are responsible for arranging the payment of APC. Still, that typically does not mean that authors end up paying for the publication of the article. The cost of APC is very often assumed either by the organization funding the research published in the article, or by an Open Access Publishing Fund, or by the institution at which the author is employed.
Fair Dealing - Authors and Publisher
When an author submits a manuscript for review at one of IAEME`s journals, the submitted manuscript should not have been previously published in any form and must not be currently under consideration for publication elsewhere. The manuscript should also not be submitted to any other journal during the review process at IAEME Publication. In case the review process at IAEME takes much longer than stated and the author wishes to end the review process at IAEME, he/she should get in contact with the Editorial Assistant of the journal at IAEME and come to an agreement suitable for both sides after looking at the stage of the manuscript in the review process.
With the APC specified above, the author is given an indication what the APC will be. IAEME is charging Publication Fees (APC) but not Submission Fees. This is to the benefit to authors because payments are only due once the author knows the manuscript is accepted. IAEME with editors and reviewers puts much effort in dealing with the manuscript and expects the authors to stick to the common plan of publishing the paper which is linked to payments of APC as given above at the end of the review process. The author is not legally bound at this time, but it would be seen as a strong breach of academic conduct to back off from the publication process. Once the manuscript is accepted for publication, IAEME will issue an invoice in the Paper Submission and Manuscript Tracking System. This is IAEME `s legal offer and will state the regular APC of the journal. The Corresponding Author is expected to arrange payments of the amount stated at this time. In severe cases IAEME `s Complaints Procedure can be followed and the result of this should be binding to the author.
Refund Policy
Once an article has been accepted for publication, any Article Processing Charges on the article become due. The submitting author accepts responsibility for the Article Processing Charges, and will not issue refunds of any kind except those payments made by mistake or in excess of the amount required.
The topics to be covered by this journal include but are not limited to the following fields:
| • Applications of Communication Systems • Artificial Intelligence • Big Data Search and Mining • Cloud Computing • Communication Protocols • Complex Network Models • Computational Robotics • Computer and Network Security • Computer Graphics and Visualization • Computer Vision • Cooperative Communications • Distributed Computing • Green Networking • Grid Computing • High Performance Computing • Image Processing |
• Information and Communication Theory and Algorithms • Information and Communication • Security Privacy and Trust • Information Retrieval • Mobile and Portable Communications Systems • Mobile and Ubiquitous Networks • Mobile Computing Systems • Database Management System • Multimedia/Signal Processing • Network Modelling and Simulation • Numerical Methods • Online Social Network Computing • Optical Communications • Self-Stabilization • Autonomic Computing • Simulation/Analytical Evaluation of Communication Systems |