A Comparison of Data Mining Tools using the implementation of C4.5 Algorithm
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

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

Share this Article

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

75 PDF Views | 70 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Weka'

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

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

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 1051 - 1054

An Efficient Network Intrusion Based on Decision Tree Classifier & K-Mean Clustering using Dimensionality Reduction

Vandna Malviya, Anurag Jain

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, 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 9 Issue 7, July 2020

Pages: 1472 - 1476

Performance Analysis of Diabetes Prediction by using different Machine Learning Algorithms

Aakash Singh

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 2 Issue 5, May 2013

Pages: 115 - 118

Early Detection of Diabetic Retinopathy Edema Using FCM

Anitha Mohan, K.Moorthy

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 1993 - 1998

Data Mining in Healthcare for Diabetes Mellitus

Ravneet Jyot Singh, Williamjeet Singh

Share this Article

Similar Articles with Keyword 'Classification'

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1936 - 1938

A Mining Method to Predict Patient's DOSH

Ruchi Rathor, Pankaj Agarkar

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1888 - 1890

Spammer Detection and Identification on Social Network Using Machine Learning

Dr. Shameem Akhter, Noorain Saba

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1642 - 1643

A Survey Paper on Various Encryption & Data Hiding Methods for Video Streams

Shrutika S. Giradkar, Antara Bhattacharya

Share this Article

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

Pages: 1869 - 1872

A Technique to Combine Feature Selection with Instance Selection for Effective Bug Triage

Suvarna Kale, Ajay Kumar Gupta

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016

Pages: 1967 - 1970

Survey on Recommender System using Distributed Framework

Sonali B. Ghodake, R. S. Paswan

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 9 Issue 7, July 2020

Pages: 1472 - 1476

Performance Analysis of Diabetes Prediction by using different Machine Learning Algorithms

Aakash Singh

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 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 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
Top