{"_buckets": {"deposit": "b28263d6-8a24-4657-bfdc-e3e144e271c0"}, "_deposit": {"id": "3308", "owners": [], "pid": {"revision_id": 0, "type": "recid", "value": "3308"}, "status": "published"}, "_oai": {"id": "oai:meral.edu.mm:recid/3308", "sets": ["user-ucsy"]}, "communities": ["ucsy"], "item_1583103067471": {"attribute_name": "Title", "attribute_value_mlt": [{"subitem_1551255647225": "Accuracy Comparison of Inlier Method and Random Row Method (Heart-disease)", "subitem_1551255648112": "en"}]}, "item_1583103085720": {"attribute_name": "Description", "attribute_value_mlt": [{"interim": "Heart disease is the leading cause of deathin the world over the past 10 years. Researchershave been using several data mining techniques tohelp health care professionals in the diagnosis ofheart disease patients. Decision Tree is one of thedata mining techniques used in the diagnosis ofheart disease showing considerable success. Kmeansclustering is one of the most popularclustering techniques; however initial centroidselection strongly affects its results.In this paper,heart-disease dataset is considered for study.Theimplemented system will be useful to find out thepatient’s level in the heart-diseases. This paperimplements integrating initial centroid selection ofthe k-means clustering such as inlier and randomrow methods with decision tree in the diagnosis ofheart disease patients. The result shows thatintegrating k-means clustering with decision treewith initial centroid selection could enhance theaccuracy in diagnosing heart disease patients. Italso shows that the inlier initial centroid selectionmethod could achieve higher accuracy thanrandom row initial centroid selection methods inthe diagnosis of heart disease patients."}]}, "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": "2019-07-19"}], "displaytype": "preview", "download_preview_message": "", "file_order": 0, "filename": "213_PDFsam_PSC_final proof.pdf", "filesize": [{"value": "244 Kb"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_free", "mimetype": "application/pdf", "size": 244000.0, "url": {"url": "https://meral.edu.mm/record/3308/files/213_PDFsam_PSC_final proof.pdf"}, "version_id": "3009d5ba-485e-4a1f-bd62-0b8376772df9"}]}, "item_1583103131163": {"attribute_name": "Journal articles", "attribute_value_mlt": [{"subitem_issue": "", "subitem_journal_title": "Eighth 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": "Aye, Nan Saung Chan"}, {"subitem_authors_fullname": "Aye, Nilar"}]}]}, "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": "2017-12-27"}, "item_1583159847033": {"attribute_name": "Identifier", "attribute_value": "http://onlineresource.ucsy.edu.mm/handle/123456789/1071"}, "item_title": "Accuracy Comparison of Inlier Method and Random Row Method (Heart-disease)", "item_type_id": "21", "owner": "1", "path": ["1597824273898"], "permalink_uri": "http://hdl.handle.net/20.500.12678/0000003308", "pubdate": {"attribute_name": "Deposited date", "attribute_value": "2019-07-19"}, "publish_date": "2019-07-19", "publish_status": "0", "recid": "3308", "relation": {}, "relation_version_is_last": true, "title": ["Accuracy Comparison of Inlier Method and Random Row Method (Heart-disease)"], "weko_shared_id": -1}