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Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots

The election vote-counting process can be done automatically by applying machine learning technology, namely computer vision which is usually used for the pattern recognition process in images and videos. In this study, the object of pattern recognition is the C1 ballots for the 2019 simultaneous el...

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Main Authors: Agustian, David, Tri Basuki, Kurniawan, Misinem, ., Edi Surya, Negara, Yesi Novaria, Kunang
Format: Article
Language:English
Published: INTI International University 2022
Subjects:
QA75 Electronic computers. Computer science
QA76 Computer software
Online Access:http://eprints.intimal.edu.my/1688/1/jods2022_14.pdf
http://eprints.intimal.edu.my/1688/
http://ipublishing.intimal.edu.my/jods.html
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spelling my-inti-eprints.16882024-05-07T09:52:50Z http://eprints.intimal.edu.my/1688/ Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots Agustian, David Tri Basuki, Kurniawan Misinem, . Edi Surya, Negara Yesi Novaria, Kunang QA75 Electronic computers. Computer science QA76 Computer software The election vote-counting process can be done automatically by applying machine learning technology, namely computer vision which is usually used for the pattern recognition process in images and videos. In this study, the object of pattern recognition is the C1 ballots for the 2019 simultaneous elections. The dataset used is the latest C1 format which was made by the author himself. To distinguish each number, C1 ballots will be colored to interpret a number. Then the numbers were captured using an android camera and saved in jpeg format. Furthermore, the author uses the python skimage module and GIMP for image processing and divides the dataset into 80% as training data and 20% as testing data. The model used in this study is the Support Vector Machine algorithm to classify images. The results that can be reached by this model were 100% accurate. INTI International University 2022-11 Article PeerReviewed text en cc_by_4 http://eprints.intimal.edu.my/1688/1/jods2022_14.pdf Agustian, David and Tri Basuki, Kurniawan and Misinem, . and Edi Surya, Negara and Yesi Novaria, Kunang (2022) Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots. Journal of Data Science, 2022 (14). pp. 1-16. ISSN 2805-5160 http://ipublishing.intimal.edu.my/jods.html
institution INTI International University
building INTI Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider INTI International University
content_source INTI Institutional Repository
url_provider http://eprints.intimal.edu.my
language English
topic QA75 Electronic computers. Computer science
QA76 Computer software
spellingShingle QA75 Electronic computers. Computer science
QA76 Computer software
Agustian, David
Tri Basuki, Kurniawan
Misinem, .
Edi Surya, Negara
Yesi Novaria, Kunang
Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots
description The election vote-counting process can be done automatically by applying machine learning technology, namely computer vision which is usually used for the pattern recognition process in images and videos. In this study, the object of pattern recognition is the C1 ballots for the 2019 simultaneous elections. The dataset used is the latest C1 format which was made by the author himself. To distinguish each number, C1 ballots will be colored to interpret a number. Then the numbers were captured using an android camera and saved in jpeg format. Furthermore, the author uses the python skimage module and GIMP for image processing and divides the dataset into 80% as training data and 20% as testing data. The model used in this study is the Support Vector Machine algorithm to classify images. The results that can be reached by this model were 100% accurate.
format Article
author Agustian, David
Tri Basuki, Kurniawan
Misinem, .
Edi Surya, Negara
Yesi Novaria, Kunang
author_facet Agustian, David
Tri Basuki, Kurniawan
Misinem, .
Edi Surya, Negara
Yesi Novaria, Kunang
author_sort Agustian, David
title Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots
title_short Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots
title_full Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots
title_fullStr Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots
title_full_unstemmed Utilizing Support Vector Machines to Recognize Pattern Numbers on Sheet C1 Ballots
title_sort utilizing support vector machines to recognize pattern numbers on sheet c1 ballots
publisher INTI International University
publishDate 2022
url http://eprints.intimal.edu.my/1688/1/jods2022_14.pdf
http://eprints.intimal.edu.my/1688/
http://ipublishing.intimal.edu.my/jods.html
_version_ 1800731499931107328
score 13.211869

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