Implementation of Zoning and K-Nearest Neighbor in Character Recognition of Wrésastra Script
Balinese script is an important aspect that packs the Balinese culture from time to time which continues to experience development along with technological advances. Balinese script consists of three types (1) Wrésastra, (2) Swalalita and (3) Modre which have different types of characters. The Wrésa...
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| Format: | Article |
| Language: | English |
| Published: |
Udayana University, Institute for Research and Community Services
2019-05-01
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| Series: | Lontar Komputer |
| Online Access: | https://ojs.unud.ac.id/index.php/lontar/article/view/43133 |
| _version_ | 1797990227767197696 |
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| author | I Wayan Agus Surya Darma |
| author_facet | I Wayan Agus Surya Darma |
| author_sort | I Wayan Agus Surya Darma |
| collection | DOAJ |
| description | Balinese script is an important aspect that packs the Balinese culture from time to time which continues to experience development along with technological advances. Balinese script consists of three types (1) Wrésastra, (2) Swalalita and (3) Modre which have different types of characters. The Wrésastra and Swalalita script are Balinese scripts which grouped into the script criteria that are used to write in the field of everyday life. In this research, the zoning method will be implemented in the feature extraction process to produce special features owned by Balinese script. The results of the feature extraction process will produce special features owned by Balinese script which will be used in the classification process to recognize the character of Balinese script. Special features are produced using the zoning method, it will divide the image characters area of ??Balinese scripts into several regions, to enrich the features of each Balinese script. The result of feature extractions is stored as training data that will be used in the classification process. K-Nearest Neighbors is implemented in the special feature classification process that is owned by the character of Balinese script. Based on the results of the test, the highest level of accuracy was obtained using the value K=3 and reference=10 with the accuracy of Balinese script recognition 97.5%. |
| first_indexed | 2024-04-11T08:32:07Z |
| format | Article |
| id | doaj.art-39b6ca133d6342fa96e726c9c402bfc9 |
| institution | Directory Open Access Journal |
| issn | 2088-1541 2541-5832 |
| language | English |
| last_indexed | 2024-04-11T08:32:07Z |
| publishDate | 2019-05-01 |
| publisher | Udayana University, Institute for Research and Community Services |
| record_format | Article |
| series | Lontar Komputer |
| spelling | doaj.art-39b6ca133d6342fa96e726c9c402bfc92022-12-22T04:34:26ZengUdayana University, Institute for Research and Community ServicesLontar Komputer2088-15412541-58322019-05-0191810.24843/LKJITI.2019.v10.i01.p0243133Implementation of Zoning and K-Nearest Neighbor in Character Recognition of Wrésastra ScriptI Wayan Agus Surya Darma0STMIK STIKOM IndonesiaBalinese script is an important aspect that packs the Balinese culture from time to time which continues to experience development along with technological advances. Balinese script consists of three types (1) Wrésastra, (2) Swalalita and (3) Modre which have different types of characters. The Wrésastra and Swalalita script are Balinese scripts which grouped into the script criteria that are used to write in the field of everyday life. In this research, the zoning method will be implemented in the feature extraction process to produce special features owned by Balinese script. The results of the feature extraction process will produce special features owned by Balinese script which will be used in the classification process to recognize the character of Balinese script. Special features are produced using the zoning method, it will divide the image characters area of ??Balinese scripts into several regions, to enrich the features of each Balinese script. The result of feature extractions is stored as training data that will be used in the classification process. K-Nearest Neighbors is implemented in the special feature classification process that is owned by the character of Balinese script. Based on the results of the test, the highest level of accuracy was obtained using the value K=3 and reference=10 with the accuracy of Balinese script recognition 97.5%.https://ojs.unud.ac.id/index.php/lontar/article/view/43133 |
| spellingShingle | I Wayan Agus Surya Darma Implementation of Zoning and K-Nearest Neighbor in Character Recognition of Wrésastra Script Lontar Komputer |
| title | Implementation of Zoning and K-Nearest Neighbor in Character Recognition of Wrésastra Script |
| title_full | Implementation of Zoning and K-Nearest Neighbor in Character Recognition of Wrésastra Script |
| title_fullStr | Implementation of Zoning and K-Nearest Neighbor in Character Recognition of Wrésastra Script |
| title_full_unstemmed | Implementation of Zoning and K-Nearest Neighbor in Character Recognition of Wrésastra Script |
| title_short | Implementation of Zoning and K-Nearest Neighbor in Character Recognition of Wrésastra Script |
| title_sort | implementation of zoning and k nearest neighbor in character recognition of wresastra script |
| url | https://ojs.unud.ac.id/index.php/lontar/article/view/43133 |
| work_keys_str_mv | AT iwayanagussuryadarma implementationofzoningandknearestneighborincharacterrecognitionofwresastrascript |