{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T15:46:22Z","timestamp":1781106382108,"version":"3.54.1"},"reference-count":48,"publisher":"IGI Global Scientific Publishing","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,10]]},"abstract":"<jats:p>Currently, for content-based recommendations, semantic analysis of text from webpages seems to be a major problem. In this research, we present a semantic web content mining approach for recommender systems in online shopping. The methodology is based on two major phases. The first phase is the semantic preprocessing of textual data using the combination of a developed ontology and an existing ontology. The second phase uses the Na\u00efve Bayes algorithm to make the recommendations. The output of the system is evaluated using precision, recall and f-measure. The results from the system showed that the semantic preprocessing improved the recommendation accuracy of the recommender system by 5.2% over the existing approach. Also, the developed system is able to provide a platform for content-based recommendation in online shopping. This system has an edge over the existing recommender approaches because it is able to analyze the textual contents of users feedback on a product in order to provide the necessary product recommendation.<\/jats:p>","DOI":"10.4018\/ijiit.2019100103","type":"journal-article","created":{"date-parts":[[2019,9,19]],"date-time":"2019-09-19T13:42:56Z","timestamp":1568900576000},"page":"41-56","source":"Crossref","is-referenced-by-count":9,"title":["Semantic Web mining for Content-Based Online Shopping Recommender Systems"],"prefix":"10.4018","volume":"15","author":[{"given":"Ibukun Tolulope","family":"Afolabi","sequence":"first","affiliation":[{"name":"Covenant University, Ota, Nigeria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Opeyemi Samuel","family":"Makinde","sequence":"additional","affiliation":[{"name":"Covenant University, Ota, Nigeria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Olufunke Oyejoke","family":"Oladipupo","sequence":"additional","affiliation":[{"name":"Covenant University, Ota, Nigeria"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJIIT.2019100103-0","unstructured":"Agarwal, P., Vaithiyanathan, R., Sharma, S., & Shroff, G. (2012). Catching the Long-Tail: Extracting Local News Events from Twitter. In Proceedings of the Sixth International AAAI Conference on Weblogs and Social Media (pp. 379\u2013382). AAAI. Retrieved from http:\/\/www.aaai.org\/ocs\/index.php\/ICWSM\/ICWSM12\/paper\/view\/4639%5Cnhttp:\/\/www.aaai.org\/ocs\/index.php\/ICWSM\/ICWSM12\/paper\/view\/4639\/5011"},{"issue":"1","key":"IJIIT.2019100103-1","first-page":"501","article-title":"Deep Web Content Mining.","volume":"49","author":"S.Ajoudanian","year":"2009","journal-title":"World Academy of Science, Engineering and Technology"},{"key":"IJIIT.2019100103-2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2014.12.090"},{"key":"IJIIT.2019100103-3","doi-asserted-by":"publisher","DOI":"10.1142\/S0219649214500051"},{"key":"IJIIT.2019100103-4","doi-asserted-by":"publisher","DOI":"10.1109\/ISWTA.2014.6981191"},{"key":"IJIIT.2019100103-5","doi-asserted-by":"publisher","DOI":"10.1109\/RAECS.2014.6799616"},{"key":"IJIIT.2019100103-6","doi-asserted-by":"publisher","DOI":"10.4304\/jetwi.6.2.226-230"},{"key":"IJIIT.2019100103-7","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2016.10.079"},{"key":"IJIIT.2019100103-8","doi-asserted-by":"crossref","first-page":"1666","DOI":"10.1016\/S2212-5671(15)00471-2","article-title":"Using opinion mining techniques in tourism.","volume":"23","author":"C.Bucur","year":"2015","journal-title":"Procedia Economics and Finance"},{"key":"IJIIT.2019100103-9","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-36901-5_42"},{"key":"IJIIT.2019100103-10","doi-asserted-by":"publisher","DOI":"10.1145\/2254129.2254163"},{"key":"IJIIT.2019100103-11","doi-asserted-by":"publisher","DOI":"10.1145\/2480362.2480426"},{"key":"IJIIT.2019100103-12","doi-asserted-by":"publisher","DOI":"10.5120\/19229-0941"},{"issue":"3","key":"IJIIT.2019100103-13","first-page":"275","article-title":"Developing domain ontologies for course content the development of ontologies.","volume":"10","author":"T. C.Dublin","year":"2007","journal-title":"Journal of Educational Technology & Society"},{"key":"IJIIT.2019100103-14","unstructured":"Ghani, R., Jones, R., Mladenic, D., Nigam, K., & Slattery, S. (2000, August). Data mining on symbolic knowledge extracted from the web. In Workshop on Text Mining at the Sixth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Vol. 56). Retrieved from https:\/\/pdfs.semanticscholar.org\/235d\/e838bab8bf6bb624416f793ba12f3f941f43.pdf"},{"issue":"6","key":"IJIIT.2019100103-15","first-page":"253","article-title":"A Study of Web Content Mining.","volume":"3","author":"C.Gunasundari","year":"2013","journal-title":"International Journal of Innovative Research in Science & Engineering"},{"key":"IJIIT.2019100103-16","doi-asserted-by":"publisher","DOI":"10.1109\/APWeb.2010.11"},{"key":"IJIIT.2019100103-17","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2017.11.001"},{"key":"IJIIT.2019100103-18","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-59072-1_12"},{"key":"IJIIT.2019100103-19","doi-asserted-by":"publisher","DOI":"10.5120\/7236-0266"},{"key":"IJIIT.2019100103-20","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2017.04.003"},{"issue":"2","key":"IJIIT.2019100103-21","first-page":"1869","article-title":"Web content mining techniques \u2013 A comprehensive survey.","volume":"2","author":"N. R.Kapadia","year":"2012","journal-title":"International Journal of Research in Engineering and Applied Sciences"},{"key":"IJIIT.2019100103-22","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2015.01.011"},{"key":"IJIIT.2019100103-23","doi-asserted-by":"publisher","DOI":"10.1016\/j.bushor.2017.01.004"},{"key":"IJIIT.2019100103-24","doi-asserted-by":"crossref","unstructured":"Li, J., & Ezeife, C. I. (2006). Cleaning Web Pages for Effective Web Content Mining. In Dexa 2006 (pp. 560-571). Springer. Retrieved from https:\/\/link.springer.com\/chapter\/10.1007\/11827405_55","DOI":"10.1007\/11827405_55"},{"key":"IJIIT.2019100103-25","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2004.08.003"},{"key":"IJIIT.2019100103-26","doi-asserted-by":"publisher","DOI":"10.5626\/JCSE.2017.11.2.39"},{"issue":"1","key":"IJIIT.2019100103-27","first-page":"32","article-title":"Mining the Web for Plagiarized Web Content using Similarity Measure Technique.","volume":"1","author":"M.Mathiyalagan","year":"2014","journal-title":"International Journal for Research in Science Engineering and Technology"},{"issue":"5","key":"IJIIT.2019100103-28","first-page":"75","article-title":"Clustering and labeling of images under web content mining.","volume":"7","author":"C.Menaka","year":"2016","journal-title":"International Journal of Advanced Research in Computer Science"},{"issue":"1","key":"IJIIT.2019100103-29","first-page":"1","article-title":"An artificial intelligence approach for web mining.","volume":"2","author":"S.Mishra","year":"2015","journal-title":"International Journal of Research and Development in Applied Science and Engineering"},{"key":"IJIIT.2019100103-30","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2017.08.015"},{"key":"IJIIT.2019100103-31","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2004.01.014"},{"key":"IJIIT.2019100103-32","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.06.103"},{"key":"IJIIT.2019100103-33","doi-asserted-by":"publisher","DOI":"10.17148\/IJARCCE.2015.4724"},{"key":"IJIIT.2019100103-34","doi-asserted-by":"publisher","DOI":"10.7537\/marslsj140217.05"},{"key":"IJIIT.2019100103-35","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2010.09.002"},{"issue":"4","key":"IJIIT.2019100103-36","first-page":"34","article-title":"Web mining techniques for extraction of news. International Journal of Advancement in Engineering Technology","volume":"2","author":"M.Sethi","year":"2015","journal-title":"Management & Applied Science"},{"issue":"1","key":"IJIIT.2019100103-37","first-page":"186","article-title":"A review on semantic-based web mining and its applications.","volume":"5","author":"J.Sivakumar","year":"2013","journal-title":"IACSIT International Journal of Engineering and Technology"},{"issue":"2","key":"IJIIT.2019100103-38","first-page":"251","article-title":"Evaluation Measures for Text Summarization.","volume":"28","author":"J.Steinberger","year":"2012","journal-title":"Computer Information"},{"key":"IJIIT.2019100103-39","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2013.02.005"},{"issue":"1","key":"IJIIT.2019100103-40","first-page":"7","article-title":"Preprocessing Techniques for Text Mining - An Overview.","volume":"5","author":"S.Vijayarani","year":"2015","journal-title":"International Journal of Computer Science & Communication Networks"},{"key":"IJIIT.2019100103-41","doi-asserted-by":"publisher","DOI":"10.1016\/j.iheduc.2016.08.001"},{"key":"IJIIT.2019100103-42","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2015.12.025"},{"key":"IJIIT.2019100103-43","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-7735-9"},{"key":"IJIIT.2019100103-44","doi-asserted-by":"publisher","DOI":"10.1109\/ICMSS.2009.5302541"},{"key":"IJIIT.2019100103-45","doi-asserted-by":"publisher","DOI":"10.1016\/S1005-8885(11)60429-9"},{"key":"IJIIT.2019100103-46","doi-asserted-by":"publisher","DOI":"10.1142\/S0219622008003150"},{"key":"IJIIT.2019100103-47","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2006.05.005"}],"container-title":["International Journal of Intelligent Information Technologies"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=237965","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,5]],"date-time":"2022-05-05T15:53:55Z","timestamp":1651766035000},"score":1,"resource":{"primary":{"URL":"http:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJIIT.2019100103"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2019,10]]},"references-count":48,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.4018\/ijiit.2019100103","relation":{},"ISSN":["1548-3657","1548-3665"],"issn-type":[{"value":"1548-3657","type":"print"},{"value":"1548-3665","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,10]]}}}