An Adaptive Neuro Fuzzy Inference System for Diagnosing Periodontitis
Periodontitis is a chronic inflammatory disorder that is caused by bacterial infection and leads to the destruction of the periodontium. Clinical diagnosis of periodontitis is quite difficult and most dentists’ diagnosis might be subjective. Artificial intelligence has shown commendable results in m...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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University of Sindh
2019-02-01
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| Series: | University of Sindh Journal of Information and Communication Technology |
| Subjects: | |
| Online Access: | http://sujo2.usindh.edu.pk/index.php/USJICT/article/view/222 |
| _version_ | 1828387419405156352 |
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| author | Veronica I. Osubor Moses E. Bello |
| author_facet | Veronica I. Osubor Moses E. Bello |
| author_sort | Veronica I. Osubor |
| collection | DOAJ |
| description | Periodontitis is a chronic inflammatory disorder that is caused by bacterial infection and leads to the destruction of the periodontium. Clinical diagnosis of periodontitis is quite difficult and most dentists’ diagnosis might be subjective. Artificial intelligence has shown commendable results in medical diagnosis. This study utilized Adaptive Neuro Fuzzy Inference System in diagnosing periodontitis. 30 data instances were used in training the model. The system had a training error of 8.2725e-005 at epoch 1 and an average testing error of 3.1514. |
| first_indexed | 2024-12-10T05:53:59Z |
| format | Article |
| id | doaj.art-11588c4992f04f1fb008d8f730dc0c4a |
| institution | Directory Open Access Journal |
| issn | 2521-5582 2523-1235 |
| language | English |
| last_indexed | 2024-12-10T05:53:59Z |
| publishDate | 2019-02-01 |
| publisher | University of Sindh |
| record_format | Article |
| series | University of Sindh Journal of Information and Communication Technology |
| spelling | doaj.art-11588c4992f04f1fb008d8f730dc0c4a2022-12-22T01:59:58ZengUniversity of SindhUniversity of Sindh Journal of Information and Communication Technology2521-55822523-12352019-02-01310106222An Adaptive Neuro Fuzzy Inference System for Diagnosing PeriodontitisVeronica I. OsuborMoses E. BelloPeriodontitis is a chronic inflammatory disorder that is caused by bacterial infection and leads to the destruction of the periodontium. Clinical diagnosis of periodontitis is quite difficult and most dentists’ diagnosis might be subjective. Artificial intelligence has shown commendable results in medical diagnosis. This study utilized Adaptive Neuro Fuzzy Inference System in diagnosing periodontitis. 30 data instances were used in training the model. The system had a training error of 8.2725e-005 at epoch 1 and an average testing error of 3.1514.http://sujo2.usindh.edu.pk/index.php/USJICT/article/view/222PeriodontitisDiagnosisANFIS |
| spellingShingle | Veronica I. Osubor Moses E. Bello An Adaptive Neuro Fuzzy Inference System for Diagnosing Periodontitis University of Sindh Journal of Information and Communication Technology Periodontitis Diagnosis ANFIS |
| title | An Adaptive Neuro Fuzzy Inference System for Diagnosing Periodontitis |
| title_full | An Adaptive Neuro Fuzzy Inference System for Diagnosing Periodontitis |
| title_fullStr | An Adaptive Neuro Fuzzy Inference System for Diagnosing Periodontitis |
| title_full_unstemmed | An Adaptive Neuro Fuzzy Inference System for Diagnosing Periodontitis |
| title_short | An Adaptive Neuro Fuzzy Inference System for Diagnosing Periodontitis |
| title_sort | adaptive neuro fuzzy inference system for diagnosing periodontitis |
| topic | Periodontitis Diagnosis ANFIS |
| url | http://sujo2.usindh.edu.pk/index.php/USJICT/article/view/222 |
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