A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human

The negative impact of zoonosis has stimulated study into a prediction system that able to estimate the future number of zoonosis, especially in human being. Zoonosis refers to any infectious disease that is able to be transmitted from animals to humans. This empirical paper compares three univariat...

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Main Authors: Permanasari, Adhistya Erna, Awang Rambli, Dayang Rohaya, Dominic P, Dhanapal Durai
Format: Conference or Workshop Item
Published: 2009
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Online Access:http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5439371
http://eprints.utp.edu.my/3682/
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spelling my.utp.eprints.36822010-12-23T08:58:05Z A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human Permanasari, Adhistya Erna Awang Rambli, Dayang Rohaya Dominic P, Dhanapal Durai RZ Other systems of medicine QA75 Electronic computers. Computer science HA Statistics QA76 Computer software The negative impact of zoonosis has stimulated study into a prediction system that able to estimate the future number of zoonosis, especially in human being. Zoonosis refers to any infectious disease that is able to be transmitted from animals to humans. This empirical paper compares three univariate methods for zoonosis forecasting up to one year. Regression analysis, decomposition, and Holt-Winter's were selected as the simple and quick techniques for this purpose. The methods were compared using a time series of monthly number for tuberculosis incidence in human. Different error measures were used to determine the best model among them. It was found that the Holt-Winter's method produced better prediction than the rest of the methods with MAPE was 6.301 and Theil U value was 0.037. 2009-11 Conference or Workshop Item PeerReviewed http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5439371 Permanasari, Adhistya Erna and Awang Rambli, Dayang Rohaya and Dominic P, Dhanapal Durai (2009) A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human. In: Research and Development (SCOReD), 2009 IEEE Student Conference on, 16-18 Novmber 2009, UPM Serdang, Selangor, Malaysia. http://eprints.utp.edu.my/3682/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic RZ Other systems of medicine
QA75 Electronic computers. Computer science
HA Statistics
QA76 Computer software
spellingShingle RZ Other systems of medicine
QA75 Electronic computers. Computer science
HA Statistics
QA76 Computer software
Permanasari, Adhistya Erna
Awang Rambli, Dayang Rohaya
Dominic P, Dhanapal Durai
A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human
description The negative impact of zoonosis has stimulated study into a prediction system that able to estimate the future number of zoonosis, especially in human being. Zoonosis refers to any infectious disease that is able to be transmitted from animals to humans. This empirical paper compares three univariate methods for zoonosis forecasting up to one year. Regression analysis, decomposition, and Holt-Winter's were selected as the simple and quick techniques for this purpose. The methods were compared using a time series of monthly number for tuberculosis incidence in human. Different error measures were used to determine the best model among them. It was found that the Holt-Winter's method produced better prediction than the rest of the methods with MAPE was 6.301 and Theil U value was 0.037.
format Conference or Workshop Item
author Permanasari, Adhistya Erna
Awang Rambli, Dayang Rohaya
Dominic P, Dhanapal Durai
author_facet Permanasari, Adhistya Erna
Awang Rambli, Dayang Rohaya
Dominic P, Dhanapal Durai
author_sort Permanasari, Adhistya Erna
title A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human
title_short A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human
title_full A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human
title_fullStr A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human
title_full_unstemmed A comparative study of univariate forecasting methods for predicting tuberculosis incidence on human
title_sort comparative study of univariate forecasting methods for predicting tuberculosis incidence on human
publishDate 2009
url http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5439371
http://eprints.utp.edu.my/3682/
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