{"_buckets": {"deposit": "ce9cadd4-932b-4f2d-aecb-5824e2d29318"}, "_deposit": {"id": "3486", "owners": [], "pid": {"revision_id": 0, "type": "recid", "value": "3486"}, "status": "published"}, "_oai": {"id": "oai:meral.edu.mm:recid/3486", "sets": ["user-ucsy"]}, "communities": ["ucsy"], "item_1583103067471": {"attribute_name": "Title", "attribute_value_mlt": [{"subitem_1551255647225": "Machine Learning Based Android Malware Detection using Significant Permission Identification", "subitem_1551255648112": "en"}]}, "item_1583103085720": {"attribute_name": "Description", "attribute_value_mlt": [{"interim": "The increasing popularity of smartphones andtablets has introduced Android malware which israpidly becoming a potential threat to users. A recentreport indicates the alarming growth rate of Androidmalware in which a new malware is introduced inevery second more precisely in 10 seconds. To againstthis dangerous malware growth, this paper proposesa scalable malware detection system using permissionanalysis behavior that can identify malware appseffectively and efficiently. We propose multi-level ofpruning procedures to identify the most significantpermission instead of extracting all permissions. Thepropose system utilizes supervised classificationmethod in machine-learning to classify differentfamilies of benign and malware apps. We found that22 permissions are significant actually. Ourevaluation finds that the analysis time of using these22 permissions are 4 to 32 times less than using allpermissions. The results show that most of malwareapps are located the unnecessary permission onAndroidManifest.xml to inject the malicious codes inthe apps."}]}, "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": "2019-07-23"}], "displaytype": "preview", "download_preview_message": "", "file_order": 0, "filename": "ICCA 2019 Proceedings Book-pages-328-334.pdf", "filesize": [{"value": "491 Kb"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_free", "mimetype": "application/pdf", "size": 491000.0, "url": {"url": "https://meral.edu.mm/record/3486/files/ICCA 2019 Proceedings Book-pages-328-334.pdf"}, "version_id": "696dc6df-2eff-406b-ad21-b531b16506ab"}]}, "item_1583103131163": {"attribute_name": "Journal articles", "attribute_value_mlt": [{"subitem_issue": "", "subitem_journal_title": "Seventeenth International Conference on Computer Applications(ICCA 2019)", "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": "Kyaw, May Thu"}, {"subitem_authors_fullname": "Kham, Nang Saing Moon"}]}]}, "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": "2019-02-27"}, "item_1583159847033": {"attribute_name": "Identifier", "attribute_value": "http://onlineresource.ucsy.edu.mm/handle/123456789/1231"}, "item_title": "Machine Learning Based Android Malware Detection using Significant Permission Identification", "item_type_id": "21", "owner": "1", "path": ["1597824273898"], "permalink_uri": "http://hdl.handle.net/20.500.12678/0000003486", "pubdate": {"attribute_name": "Deposited date", "attribute_value": "2019-07-23"}, "publish_date": "2019-07-23", "publish_status": "0", "recid": "3486", "relation": {}, "relation_version_is_last": true, "title": ["Machine Learning Based Android Malware Detection using Significant Permission Identification"], "weko_shared_id": -1}