Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2

ABSTRACT This paper deals with an application of an artificial neural network Adaptive Resonance Theory 2 (ANN ART 2) for hand writing latin character recognition. An adaptive resonance theory 2 was used for this clustering problem. The influence of vigilance parameter variation upon the number of c...

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Main Author: Perpustakaan UGM, i-lib
Format: Article NonPeerReviewed
Published: [Yogyakarta] : Universitas Gadjah Mada 1997
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Online Access:https://repository.ugm.ac.id/18565/
http://i-lib.ugm.ac.id/jurnal/download.php?dataId=1357
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spelling id-ugm-repo.185652014-06-18T00:38:09Z https://repository.ugm.ac.id/18565/ Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2 Perpustakaan UGM, i-lib Jurnal i-lib UGM ABSTRACT This paper deals with an application of an artificial neural network Adaptive Resonance Theory 2 (ANN ART 2) for hand writing latin character recognition. An adaptive resonance theory 2 was used for this clustering problem. The influence of vigilance parameter variation upon the number of clusters formed during the training phase was investigated. The result shows that if the vigilance parameter increases then the number of clusters formed will also increase. The experiment was continued by testing the trained ANN to recognize hand writing latin characters. For the vigilance parameter value of 0.95 and 95 number of data training, the ANN can recognize them in the range between 22.2 % and 83.3 %. When the vigilance parameter is 0.95 and the number of data training is 240, the ANN can recognize hand writing latin characters in the range between 50 % and 92.3 %. [Yogyakarta] : Universitas Gadjah Mada 1997 Article NonPeerReviewed Perpustakaan UGM, i-lib (1997) Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2. Jurnal i-lib UGM. http://i-lib.ugm.ac.id/jurnal/download.php?dataId=1357
institution Universitas Gadjah Mada
building UGM Library
country Indonesia
collection Repository Civitas UGM
topic Jurnal i-lib UGM
spellingShingle Jurnal i-lib UGM
Perpustakaan UGM, i-lib
Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2
description ABSTRACT This paper deals with an application of an artificial neural network Adaptive Resonance Theory 2 (ANN ART 2) for hand writing latin character recognition. An adaptive resonance theory 2 was used for this clustering problem. The influence of vigilance parameter variation upon the number of clusters formed during the training phase was investigated. The result shows that if the vigilance parameter increases then the number of clusters formed will also increase. The experiment was continued by testing the trained ANN to recognize hand writing latin characters. For the vigilance parameter value of 0.95 and 95 number of data training, the ANN can recognize them in the range between 22.2 % and 83.3 %. When the vigilance parameter is 0.95 and the number of data training is 240, the ANN can recognize hand writing latin characters in the range between 50 % and 92.3 %.
format Article
NonPeerReviewed
author Perpustakaan UGM, i-lib
author_facet Perpustakaan UGM, i-lib
author_sort Perpustakaan UGM, i-lib
title Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2
title_short Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2
title_full Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2
title_fullStr Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2
title_full_unstemmed Pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2
title_sort pengenalan pola huruf latin tulisan tangan menggunakan jaringan saraf tiruan adaptive resonance theory 2
publisher [Yogyakarta] : Universitas Gadjah Mada
publishDate 1997
url https://repository.ugm.ac.id/18565/
http://i-lib.ugm.ac.id/jurnal/download.php?dataId=1357
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