Towards Effective Data Preprocessing for Classification Using WEKA
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



Downloads: 102

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

Towards Effective Data Preprocessing for Classification Using WEKA

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

Trend statistics through countless studies depict that there is an exponential growth of data form terabyte to petabytes and beyond in the world. This reality brings into perspective the apparent need for data mining which is the process of discovering previously unknown facts and patterns. Increasingly, data mining is gaining popularity due to the need by organizations to acquire useful information and develop hypothesis from the massive data sets they have in their data centers. Preprocessing comes in handy in the KDD process since it serves as the first stage while classification is the most common data mining task. This paper uses WEKA data mining tool which facilitates various data mining tasks through different algorithms to put into a kaleidoscope the importance of data preprocessing and the task of classification. Special focus is given to the procedure and results obtained after carrying out the two processes on WEKA.

Keywords: Data Preprocessing, Classification, Data Mining, WEKA

Edition: Volume 5 Issue 8, August 2016

Pages: 1210 - 1214

Share this Article

How to Cite this Article?

Kariuki Paul Wahome, Wekesa Bongo, Dr. Rimiru Richard Maina, "Towards Effective Data Preprocessing for Classification Using WEKA", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=ART2016999, Volume 5 Issue 8, August 2016, 1210 - 1214

Enter Your Email Address




Similar Articles with Keyword 'Data Preprocessing'

Downloads: 114

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

Downloads: 119

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

Pages: 1797 - 1802

Tracing Visitors Online Behaviors by Using VOB Algorithm for Effective Web Usage Mining

Jyoti Ashokkumar Aidale, Sonali Rangdale

Share this Article

Similar Articles with Keyword 'Classification'

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 7, July 2021

Pages: 421 - 424

Comparative Analysis of AI Techniques in the Prediction of Heart Disease

Irtiqa Dhar

Share this Article

Downloads: 2 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 863 - 865

Detection of Malicious URLs using Classification Algorithm

Muskan V. Jaiswal, Dr. Anjali B. Raut

Share this Article

Similar Articles with Keyword 'Data Mining'

Downloads: 65 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Downloads: 96

Research Paper, Computer Science & Engineering, Kenya, Volume 7 Issue 5, May 2018

Pages: 1409 - 1411

Students Performance Prediction Using FP-Tree Data Mining Techniques

Eliakim Ombati Akama

Share this Article

Similar Articles with Keyword 'WEKA'

Downloads: 103

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

Downloads: 107

Comparative Studies, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 761 - 765

Comparative Study of Soft Computing Techniques on Medical Datasets

Mangesh Metkari, M.A. Pradhan

Share this Article

Similar Articles with Keyword 'Data'

Downloads: 502 | Monthly Hits: ⮙7

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Downloads: 83

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article

Similar Articles with Keyword 'Preprocessing'

Downloads: 102

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

Pages: 1165 - 1168

Privacy Preserving Closed Frequent Pattern Mining

Anju Vijayan

Share this Article

Downloads: 104

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

Pages: 2810 - 2813

Palm Print Recognition System - Review

Mohit Trehan, Nitin Bhagat

Share this Article



Top