{"_buckets": {"deposit": "380deb0e-55fe-40af-ad55-4f4c34288171"}, "_deposit": {"id": "4551", "owners": [], "pid": {"revision_id": 0, "type": "recid", "value": "4551"}, "status": "published"}, "_oai": {"id": "oai:meral.edu.mm:recid/4551", "sets": ["1597824322519", "user-ucsy"]}, "communities": ["ucsy"], "item_1583103067471": {"attribute_name": "Title", "attribute_value_mlt": [{"subitem_1551255647225": "Comparison of C4.5 and Weighted C4.5 Decision Trees for Breast Cancer Classification", "subitem_1551255648112": "en"}]}, "item_1583103085720": {"attribute_name": "Description", "attribute_value_mlt": [{"interim": "Data mining is the process of analyzing data from different perspectives andsummarizing it into useful information. Classification is a data mining techniquewhich addresses the problem of constructing a predictive model for a class attributegiven the values of other attributes and some examples of records with known class.Decision tree is one of the most well-established classification methods.This thesis presents a weighted C4.5 decision tree algorithm for breast cancerclassification and compared with the classification results of traditional C4.5algorithm. The weighted C4.5 algorithm is set to appropriate weights of preparationinstances grounded on naïve Bayesian theorem before trying to construct a decisiontree model. The aim of the proposed system is to examine the performance ofweighted C4.5 decision tree algorithms. According to the experimental results, theaccuracy of weighted C4.5 is 99.56% and traditional C4.5 is 94.27%. Therefore, theweighted C4.5 algorithm is better than traditional C4.5 algorithm on breast cancerdataset. This system is implemented by using Java language."}]}, "item_1583103108160": {"attribute_name": "Keywords", "attribute_value": []}, "item_1583103120197": {"attribute_name": "Files", "attribute_type": "file", "attribute_value_mlt": [{"accessrole": "open_access", "date": [{"dateType": "Available", "dateValue": "2020-01-22"}], "displaytype": "preview", "download_preview_message": "", "file_order": 0, "filename": "23rd_Batch_5MCS_153.pdf", "filesize": [{"value": "1431 Kb"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_free", "mimetype": "application/pdf", "size": 1431000.0, "url": {"url": "https://meral.edu.mm/record/4551/files/23rd_Batch_5MCS_153.pdf"}, "version_id": "5203ab11-ef90-4253-8ca4-a47709198dd1"}]}, "item_1583103131163": {"attribute_name": "Journal articles", "attribute_value_mlt": [{"subitem_issue": "", "subitem_journal_title": "", "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": "Unversity of Computer Studies, Yangon", "subitem_supervisor(s)": [{"subitem_supervisor": ""}]}]}, "item_1583105942107": {"attribute_name": "Authors", "attribute_value_mlt": [{"subitem_authors": [{"subitem_authors_fullname": "Win, Khin Thuzar"}]}]}, "item_1583108359239": {"attribute_name": "Upload type", "attribute_value_mlt": [{"interim": "Publication"}]}, "item_1583108428133": {"attribute_name": "Publication type", "attribute_value_mlt": [{"interim": "Thesis"}]}, "item_1583159729339": {"attribute_name": "Publication date", "attribute_value": "2020-01"}, "item_1583159847033": {"attribute_name": "Identifier", "attribute_value": "http://onlineresource.ucsy.edu.mm/handle/123456789/2473"}, "item_title": "Comparison of C4.5 and Weighted C4.5 Decision Trees for Breast Cancer Classification", "item_type_id": "21", "owner": "1", "path": ["1597824322519"], "permalink_uri": "http://hdl.handle.net/20.500.12678/0000004551", "pubdate": {"attribute_name": "Deposited date", "attribute_value": "2020-01-22"}, "publish_date": "2020-01-22", "publish_status": "0", "recid": "4551", "relation": {}, "relation_version_is_last": true, "title": ["Comparison of C4.5 and Weighted C4.5 Decision Trees for Breast Cancer Classification"], "weko_shared_id": -1}