Skip to main content
padlock icon - secure page this page is secure

Implementation of J48 Algorithm to Create Diarrhea Patient Profiling Based on Water Source and Sewage Infrastructure Condition

Buy Article:

$106.34 + tax (Refund Policy)

In this research, we implement J48 algorithm to produce a profiling data model to know the potential risk of Indonesian people especially children getting diarrhea disease. We use attributes from SUSENAS (Social and Economic National Survey) which contain factors like condition of sewage system, characteristics of drinking and bathing water source, and related infrastructures. Data are from SUSENAS year 2011, 2012, and 2013. We enter the data into SPSS, do cleansing and transformation, resolving missing values and data imbalance issues. After that, we enter the data into machine learning with J48 decision tree algorithm. Our research finds that sewage system and drinking water resources are very important factors in the risk of people getting suffered by diarrhea disease.
No Reference information available - sign in for access.
No Citation information available - sign in for access.
No Supplementary Data.
No Article Media
No Metrics

Keywords: Classification; Data Model; Decision Tree J48 Algorithm; Diarrhea; Machine Learning; Profiling

Document Type: Research Article

Affiliations: 1: Indonesia Statistics Center, Dr. Soetomo Street No. 6-8, Central Jakarta, Indonesia 2: Doctoral Program in Computer Science, Bina Nusantara University, Kebon Jeruk Raya Street No. 27, West Jakarta, Indonesia

Publication date: April 1, 2017

More about this publication?
  • ADVANCED SCIENCE LETTERS is an international peer-reviewed journal with a very wide-ranging coverage, consolidates research activities in all areas of (1) Physical Sciences, (2) Biological Sciences, (3) Mathematical Sciences, (4) Engineering, (5) Computer and Information Sciences, and (6) Geosciences to publish original short communications, full research papers and timely brief (mini) reviews with authors photo and biography encompassing the basic and applied research and current developments in educational aspects of these scientific areas.
  • Editorial Board
  • Information for Authors
  • Subscribe to this Title
  • Ingenta Connect is not responsible for the content or availability of external websites
  • Access Key
  • Free content
  • Partial Free content
  • New content
  • Open access content
  • Partial Open access content
  • Subscribed content
  • Partial Subscribed content
  • Free trial content
Cookie Policy
X
Cookie Policy
Ingenta Connect website makes use of cookies so as to keep track of data that you have filled in. I am Happy with this Find out more