A Recommendation System in the Medical Industry using SW-DBSCAN Algorithm
A recommendation system is a system that, based on a limited amount of information provided by users as well as the feedback given to goods, persons, and locations by other users, provides appropriate suggestions to the user. Today, with the large number of physicians and specialists, it seems neces...
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| Format: | Article |
| Language: | English |
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University of science and culture
2022-01-01
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| Series: | International Journal of Web Research |
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| Online Access: | https://ijwr.usc.ac.ir/article_165857_22c2ed96532231da276d69bfb11f9979.pdf |
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| _version_ | 1841554993382948864 |
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| author | Reza Molaee Fard Payam Yarahmadi |
| author_facet | Reza Molaee Fard Payam Yarahmadi |
| author_sort | Reza Molaee Fard |
| collection | DOAJ |
| description | A recommendation system is a system that, based on a limited amount of information provided by users as well as the feedback given to goods, persons, and locations by other users, provides appropriate suggestions to the user. Today, with the large number of physicians and specialists, it seems necessary to have a system for identifying the right specialist and experienced physician for the patient. We present in this study a system for medical recommendations that analyzes physicians and specialists. It uses collaborative filtering and scores provided by other users to suggest physician recommendations according to the area of expertise of the physician. Research conducted and evaluation of results show that this system can successfully recommend a specialist doctor to the user in 90% of cases. |
| format | Article |
| id | doaj-art-28fe96ecc2224603bed5ff53b17a5818 |
| institution | Kabale University |
| issn | 2645-4343 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | University of science and culture |
| record_format | Article |
| series | International Journal of Web Research |
| spelling | doaj-art-28fe96ecc2224603bed5ff53b17a58182025-01-08T07:28:51ZengUniversity of science and cultureInternational Journal of Web Research2645-43432022-01-0151828710.22133/ijwr.2023.357731.1131A Recommendation System in the Medical Industry using SW-DBSCAN AlgorithmReza Molaee Fard 0Payam Yarahmadi 1Department of Computer Engineering, Dezful branch, Islamic Azad University, Dezful, IranDepartment of Computer engineering Taras National University of KyivA recommendation system is a system that, based on a limited amount of information provided by users as well as the feedback given to goods, persons, and locations by other users, provides appropriate suggestions to the user. Today, with the large number of physicians and specialists, it seems necessary to have a system for identifying the right specialist and experienced physician for the patient. We present in this study a system for medical recommendations that analyzes physicians and specialists. It uses collaborative filtering and scores provided by other users to suggest physician recommendations according to the area of expertise of the physician. Research conducted and evaluation of results show that this system can successfully recommend a specialist doctor to the user in 90% of cases.https://ijwr.usc.ac.ir/article_165857_22c2ed96532231da276d69bfb11f9979.pdfrecommender systemmedical industryweb miningcollaborative filteringsw-dbscan clustering algorithm |
| spellingShingle | Reza Molaee Fard Payam Yarahmadi A Recommendation System in the Medical Industry using SW-DBSCAN Algorithm International Journal of Web Research recommender system medical industry web mining collaborative filtering sw-dbscan clustering algorithm |
| title | A Recommendation System in the Medical Industry using SW-DBSCAN Algorithm |
| title_full | A Recommendation System in the Medical Industry using SW-DBSCAN Algorithm |
| title_fullStr | A Recommendation System in the Medical Industry using SW-DBSCAN Algorithm |
| title_full_unstemmed | A Recommendation System in the Medical Industry using SW-DBSCAN Algorithm |
| title_short | A Recommendation System in the Medical Industry using SW-DBSCAN Algorithm |
| title_sort | recommendation system in the medical industry using sw dbscan algorithm |
| topic | recommender system medical industry web mining collaborative filtering sw-dbscan clustering algorithm |
| url | https://ijwr.usc.ac.ir/article_165857_22c2ed96532231da276d69bfb11f9979.pdf |
| work_keys_str_mv | AT rezamolaeefard arecommendationsysteminthemedicalindustryusingswdbscanalgorithm AT payamyarahmadi arecommendationsysteminthemedicalindustryusingswdbscanalgorithm AT rezamolaeefard recommendationsysteminthemedicalindustryusingswdbscanalgorithm AT payamyarahmadi recommendationsysteminthemedicalindustryusingswdbscanalgorithm |