{"_buckets": {"deposit": "7b19c37c-8c76-4dde-84ad-9ba8598f710a"}, "_deposit": {"id": "3545", "owners": [], "pid": {"revision_id": 0, "type": "recid", "value": "3545"}, "status": "published"}, "_oai": {"id": "oai:meral.edu.mm:recid/3545", "sets": ["user-ucsy"]}, "communities": ["ucsy"], "item_1583103067471": {"attribute_name": "Title", "attribute_value_mlt": [{"subitem_1551255647225": "Scaling up the Naive Bayesian Classifier using Genetic and Decision Tree for feature selection", "subitem_1551255648112": "en"}]}, "item_1583103085720": {"attribute_name": "Description", "attribute_value_mlt": [{"interim": "This paper aims to scale up the NaïveBayesian Classifier using Genetic andDecision Tree for feature selection. The mainreason is to predict patient\u0027s breast cancerresult based on their diagnosis using thisscaled classifier. Naïve Bayes can suffer fromoversensitivity to redundant and/or irrelevantattributes. Several researchers haveemphasized on the issue of redundantattributes, as well as advantages of featureselection for the Naïve Bayesian Classifier. Inthis paper, Genetic algorithm is used to reduceredundant attributes in feature selection, andthen apply Decision tree algorithm to find anoptimal set of feature weights that improveclassification accuracy. By combining geneticalgorithm with decision tree, and this methodenhance the Bayesian classification toeliminate unnecessary features and producefast, accurate classifiers. Bayesian classifierrepresents each class with a probabilisticsummary, and finds the most likely class foreach example it is asked to classify."}]}, "item_1583103108160": {"attribute_name": "Keywords", "attribute_value_mlt": [{"interim": "Bayesian Classifier"}, {"interim": "Genetic Algorithm"}, {"interim": "Decision tree"}, {"interim": "feature selection"}]}, "item_1583103120197": {"attribute_name": "Files", "attribute_type": "file", "attribute_value_mlt": [{"accessrole": "open_access", "date": [{"dateType": "Available", "dateValue": "2019-07-25"}], "displaytype": "preview", "download_preview_message": "", "file_order": 0, "filename": "psc2010paper (84).pdf", "filesize": [{"value": "37 Kb"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_free", "mimetype": "application/pdf", "size": 37000.0, "url": {"url": "https://meral.edu.mm/record/3545/files/psc2010paper (84).pdf"}, "version_id": "09d1d6a5-2991-45b7-b8fd-63c3a18495b8"}]}, "item_1583103131163": {"attribute_name": "Journal articles", "attribute_value_mlt": [{"subitem_issue": "", "subitem_journal_title": "Fifth Local Conference on Parallel and Soft Computing", "subitem_pages": "", "subitem_volume": ""}]}, "item_1583103147082": {"attribute_name": "Conference papers", "attribute_value_mlt": [{"subitem_acronym": "", "subitem_c_date": "", "subitem_conference_title": "", "subitem_part": "", "subitem_place": "", "subitem_session": "", "subitem_website": ""}]}, "item_1583103211336": {"attribute_name": "Books/reports/chapters", "attribute_value_mlt": [{"subitem_book_title": "", "subitem_isbn": "", "subitem_pages": "", "subitem_place": "", "subitem_publisher": ""}]}, "item_1583103233624": {"attribute_name": "Thesis/dissertations", "attribute_value_mlt": [{"subitem_awarding_university": "", "subitem_supervisor(s)": [{"subitem_supervisor": ""}]}]}, "item_1583105942107": {"attribute_name": "Authors", "attribute_value_mlt": [{"subitem_authors": [{"subitem_authors_fullname": "Thandar, Aye Mya"}]}]}, "item_1583108359239": {"attribute_name": "Upload type", "attribute_value_mlt": [{"interim": "Publication"}]}, "item_1583108428133": {"attribute_name": "Publication type", "attribute_value_mlt": [{"interim": "Article"}]}, "item_1583159729339": {"attribute_name": "Publication date", "attribute_value": "2010-12-16"}, "item_1583159847033": {"attribute_name": "Identifier", "attribute_value": "http://onlineresource.ucsy.edu.mm/handle/123456789/1285"}, "item_title": "Scaling up the Naive Bayesian Classifier using Genetic and Decision Tree for feature selection", "item_type_id": "21", "owner": "1", "path": ["1597824273898"], "permalink_uri": "http://hdl.handle.net/20.500.12678/0000003545", "pubdate": {"attribute_name": "Deposited date", "attribute_value": "2019-07-25"}, "publish_date": "2019-07-25", "publish_status": "0", "recid": "3545", "relation": {}, "relation_version_is_last": true, "title": ["Scaling up the Naive Bayesian Classifier using Genetic and Decision Tree for feature selection"], "weko_shared_id": -1}