{"_buckets": {"deposit": "b4a24aa9-cee2-415b-b7b4-fdae711b3070"}, "_deposit": {"id": "4585", "owners": [], "pid": {"revision_id": 0, "type": "recid", "value": "4585"}, "status": "published"}, "_oai": {"id": "oai:meral.edu.mm:recid/4585", "sets": ["user-ucsy"]}, "communities": ["ucsy"], "item_1583103067471": {"attribute_name": "Title", "attribute_value_mlt": [{"subitem_1551255647225": "Application of Neural Networks for Estimating Software Maintainability Using Object-Oriented Metrics", "subitem_1551255648112": "en"}]}, "item_1583103085720": {"attribute_name": "Description", "attribute_value_mlt": [{"interim": "This paper presents the application of neural networksin software maintainability estimation using objectoriented metrics. Maintenance effort can be measured asthe number of lines changed per class. In this paper, thenumber of lines changed per class (modification volume)is predicted using Ward neural network and GeneralRegression neural network (GRNN). Object-orienteddesign metrics concerning with inheritance relatedmeasures, complexity measures, cohesion measures,coupling measures and size measures are applied in thisstudy. Principal components, which are derived fromthese object-oriented metrics, are used as independentvariables."}]}, "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": "2020-03-13"}], "displaytype": "preview", "download_preview_message": "", "file_order": 0, "filename": "Application of Neural Networks for Estimating Software Maintainability Using Object-Oriented Metrics.pdf", "filesize": [{"value": "68 Kb"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_free", "mimetype": "application/pdf", "size": 68000.0, "url": {"url": "https://meral.edu.mm/record/4585/files/Application of Neural Networks for Estimating Software Maintainability Using Object-Oriented Metrics.pdf"}, "version_id": "1fc6cb74-f216-4053-9240-429d4c132550"}]}, "item_1583103131163": {"attribute_name": "Journal articles", "attribute_value_mlt": [{"subitem_issue": "", "subitem_journal_title": "Proceedings of the Fifteenth International Conference on Software Engineering \u0026amp; Knowledge Engineering (SEKE\u00272003)", "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": "Thwin, Mie Mie Thet"}, {"subitem_authors_fullname": "Quah, Tong Seng"}]}]}, "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": "2003-07-01"}, "item_1583159847033": {"attribute_name": "Identifier", "attribute_value": "1891706128"}, "item_title": "Application of Neural Networks for Estimating Software Maintainability Using Object-Oriented Metrics", "item_type_id": "21", "owner": "1", "path": ["1597824175385"], "permalink_uri": "http://hdl.handle.net/20.500.12678/0000004585", "pubdate": {"attribute_name": "Deposited date", "attribute_value": "2020-03-13"}, "publish_date": "2020-03-13", "publish_status": "0", "recid": "4585", "relation": {}, "relation_version_is_last": true, "title": ["Application of Neural Networks for Estimating Software Maintainability Using Object-Oriented Metrics"], "weko_shared_id": -1}