DocumentCode
3539937
Title
Prediction of residential households´ water leakage using consensus method
Author
Ismail, Norul Fadhilah ; Rasmani, Khairul A. ; Shahari, N. ; Rashid, Nur Rasyida Mohd ; Hanif, Herma Mohd ; Noh, Nor Aishah Mohd
Author_Institution
Dept. of Math., Univ. Teknol. MARA Negeri Sembilan Campus, Kuala Pilah, Malaysia
fYear
2012
fDate
14-15 Aug. 2012
Firstpage
50
Lastpage
53
Abstract
Consensus method is a means of communication between experts who assist the formation of a group judgment. This technique has great potential to be adopted to provide prediction based on outcomes obtained from several classification algorithms. In this study, data on water consumption was used to induce the classification model that will be used to predict the possibility of the occurrence of water leakage at residential premises. The classification algorithms used in the analysis using consensus method were selected based on their generalization ability on simulation datasets. The prediction outcomes were obtained based on analysis on individual algorithm classification outcomes on validation dataset. The finding showed a very promising result where consensus method produces consistent prediction outcomes.
Keywords
classification; water supply; classification algorithm; classification model; consensus method; generalization ability; group judgment; residential household water leakage; simulation dataset; water consumption; Accuracy; Analytical models; Classification algorithms; Data models; Prediction algorithms; Predictive models; Training; classification algorithms; consensus method; residential households´ water leakage;
fLanguage
English
Publisher
ieee
Conference_Titel
Uncertainty Reasoning and Knowledge Engineering (URKE), 2012 2nd International Conference on
Conference_Location
Jalarta
Print_ISBN
978-1-4673-1459-6
Type
conf
DOI
10.1109/URKE.2012.6319581
Filename
6319581
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