International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064



Research Paper | Computer Science & Engineering | India | Volume 3 Issue 8, August 2014

A Comparison of Data Mining Tools using the implementation of C4.5 Algorithm

Divya Jain

This paper presents the implementation on a healthcare dataset using data mining tools to find important parameters that reflect the effect of diabetes on kidney of patients. This is done with the use of Kidney Function Tests (KFT). The data mining tools used are Tanagra and Weka with the application of C4.5 Algorithm which is based on decision trees. This paper compares the result given by Weka and Tanagra. The outcome of both the tools is analyzed and conclusion is drawn that both the tools are able to work well on dataset but Tanagra is more efficient and less error-prone in terms of the performance of the classifier. The effective usage of data mining tools enables us to find important parameters that reflect the effect of diabetes on kidney. Additionally, it is found that the performance of Weka is best when used with Use Training Set mode than with cross validation followed by percentage split mode for training the classifier.

Keywords: Weka, Tanagra, Diabetes, Classification, Kidney

Edition: Volume 3 Issue 8, August 2014

Pages: 33 - 37


How to Cite this Article?

Divya Jain, "A Comparison of Data Mining Tools using the implementation of C4.5 Algorithm", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=2015157, Volume 3 Issue 8, August 2014, 33 - 37

44 PDF Views | 43 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Weka'

Research Paper, Computer Science & Engineering, Kenya, Volume 5 Issue 8, August 2016

Pages: 1210 - 1214

Towards Effective Data Preprocessing for Classification Using WEKA

Kariuki Paul Wahome, Wekesa Bongo, Dr. Rimiru Richard Maina

Share this article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 2790 - 2794

Risk Distribution and Validation of Data in Passport Data Analysis Using Cluster Analysis

Sucheta Gulia, Dr. Rajan Vohra

Share this article

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016

Pages: 1530 - 1535

A Review on Road Accident in Traffic System using Data Mining Techniques

Maninder Singh, Amrit Kaur

Share this article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 8, August 2016

Pages: 985 - 990

Enhancing Security and Event Management Using Association Rule Mining

M. Nithya, A. Komathi

Share this article

Research Paper, Computer Science & Engineering, Sudan, Volume 4 Issue 4, April 2015

Pages: 742 - 748

Assembly Classifier Approach to Analyze Intrusion Detection Dataset in Networks by Using Data Mining Techniques

Ayad Mohammed Mahyoub Ghaleb, Samani A. Talab

Share this article



Similar Articles with Keyword 'Diabetes'

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2929 - 2931

A Closure Looks to Data Mining Techniques for Prediction of Heart Disease

Rajwant Kaur, Sukhpreet Kaur

Share this article

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 5, May 2013

Pages: 115 - 118

Early Detection of Diabetic Retinopathy Edema Using FCM

Anitha Mohan, K.Moorthy

Share this article

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2406 - 2408

A Review on Diagnosis of Diabetes in Data Mining

Sukhjinder Singh, Kamaljit Kaur

Share this article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1077 - 1083

Data Mining Application in Diabetes Diagnosis using Biomedical Records of Pathological Attribute

Naila, Anuradha Sharma

Share this article

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 3, March 2017

Pages: 335 - 338

Classification of Medical Dataset using Hybrid Feature Selection & Enhanced Decision Table Classification Approach

Parneet Kaur, Deepak Aggarwal

Share this article



Similar Articles with Keyword 'Classification'

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 848 - 850

A Review on Automatic Product Classification for the E-Commerce Portals

Manpreet Kaur, Jyoti Arora

Share this article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1389 - 1391

Generalized Ranking for Product Aspects using Concept Hierarchies

K. Bharathi, T. Venkata Satya Vivek, G. Radha Krishna

Share this article

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 2539 - 2541

Classification of Data Using LAD

Aishwarya Jadhav, Vaishali Nandedkar

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 11, November 2016

Pages: 910 - 913

A Review on Presentation Slides Generation for Scientific Papers

Vishakha N. Pawar, Manisha M. Naoghare

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 6 Issue 6, June 2017

Pages: 1660 - 1664

Text Mining: Survey on Techniques and Applications

M. Uma Maheswari, Dr. J. G. R. Sathiaseelan

Share this article



Similar Articles with Keyword 'Kidney'

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 1647 - 1651

A New Hybrid Technique for Detection of Liver Cancer on Ultrasound Images

Ramandeep Kaur Bhullar, Navpreet Kaur Walia

Share this article

Research Paper, Computer Science & Engineering, India, Volume 8 Issue 4, April 2019

Pages: 1984 - 1991

A Novel Approach to Predict Kidney Detection Using Support Vector Machine

Natasha Sharma, Sahil Dalwal

Share this article

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 6, June 2013

Pages: 76 - 79

Effective Segmentation Approaches for Renal Calculi Segmentation

Dr.P.R.Tamiselvi

Share this article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 33 - 37

A Comparison of Data Mining Tools using the implementation of C4.5 Algorithm

Divya Jain

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 6 Issue 3, March 2017

Pages: 770 - 773

A Literature Review on Prediction of Chronic Kidney Disease Using Data Mining Techniques

Smitha Patil

Share this article
Top