Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms

Aung Nway Oo

MERAL Myanmar Education Research and Learning Portal

Index Tree

RootNode
- Co-operative College, Mandalay
- Cooperative College, Phaunggyi
- Co-operative University, Sagaing
- Co-operative University, Thanlyin
- Dagon University
- Kyaukse University
- Laquarware Technological college
- Mandalay Technological University
- Mandalay University of Distance Education
- Mandalay University of Foreign Languages
- Maubin University
- Mawlamyine University
- Meiktila University
- Mohnyin University
- Myanmar Institute of Information Technology
- Myanmar Maritime University
- National Management Degree College
- Naypyitaw State Academy
- Pathein University
- Sagaing University
- Sagaing University of Education
- Taunggyi University
- Technological University, Hmawbi
- Technological University (Kyaukse)
- Technological University Mandalay
- University of Computer Studies, Mandalay
- University of Computer Studies Maubin
- University of Computer Studies, Meikhtila
- University of Computer Studies Pathein
- University of Computer Studies, Taungoo
- University of Computer Studies, Yangon
- University of Dental Medicine Mandalay
- University of Dental Medicine, Yangon
- University of Information Technology
- University of Mandalay
- University of Medicine 1
- University of Medicine 2
- University of Medicine Mandalay
- University of Myitkyina
- University of Public Health, Yangon
- University of Veterinary Science
- University of Yangon
- West Yangon University
- Yadanabon University
- Yangon Technological University
- Yangon University of Distance Education
- Yangon University of Economics
- Yangon University of Education
- Yangon University of Foreign Languages
- Yezin Agricultural University
- New Index

Item

{"_buckets": {"deposit": "f9758039-9650-44fc-81ce-14e55f6622da"}, "_deposit": {"created_by": 45, "id": "6174", "owner": "45", "owners": [45], "owners_ext": {"displayname": "", "username": ""}, "pid": {"revision_id": 0, "type": "recid", "value": "6174"}, "status": "published"}, "_oai": {"id": "oai:meral.edu.mm:recid/6174", "sets": ["user-uit"]}, "communities": ["uit"], "item_1583103067471": {"attribute_name": "Title", "attribute_value_mlt": [{"subitem_1551255647225": "Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms", "subitem_1551255648112": "en"}]}, "item_1583103085720": {"attribute_name": "Description", "attribute_value_mlt": [{"interim": "Data mining (DM) can be viewed as a result of the natural evolution of information technology. The role of data mining approach is very important in computer science and knowledge engineering. A number of data mining approaches are used for classification. Classification is the process of finding a model that describes and distinguishes data classes or concepts. The decision tree (DT) approach is most useful in the classification problem. The research work analyses the efficiency of the Principal Component Analysis (PCA) based decision tree algorithms, namely J48, Classification and Regression Tree (CART) and Random Forest."}]}, "item_1583103108160": {"attribute_name": "Keywords", "attribute_value_mlt": [{"interim": "Data mining (DM)"}, {"interim": "Classification"}, {"interim": "Decision Tree (DT)"}, {"interim": "Principal component analysis (PCA)"}]}, "item_1583103120197": {"attribute_name": "Files", "attribute_type": "file", "attribute_value_mlt": [{"accessrole": "open_access", "date": [{"dateType": "Available", "dateValue": "2020-11-14"}], "displaytype": "preview", "download_preview_message": "", "file_order": 0, "filename": "Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms.pdf", "filesize": [{"value": "398 Kb"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "mimetype": "application/pdf", "size": 398000.0, "url": {"url": "https://meral.edu.mm/record/6174/files/Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms.pdf"}, "version_id": "d7482cb3-15fe-4e43-92ff-3825d0ce9017"}]}, "item_1583103131163": {"attribute_name": "Journal articles", "attribute_value_mlt": [{"subitem_issue": "6", "subitem_journal_title": "International Journal of Advances in Scientific Research and Engineering (IJASRE)", "subitem_pages": "122-126", "subitem_volume": "4"}]}, "item_1583105942107": {"attribute_name": "Authors", "attribute_value_mlt": [{"subitem_authors": [{"subitem_authors_fullname": "Aung Nway Oo"}]}]}, "item_1583108359239": {"attribute_name": "Upload type", "attribute_value_mlt": [{"interim": "Publication"}]}, "item_1583108428133": {"attribute_name": "Publication type", "attribute_value_mlt": [{"interim": "Journal article"}]}, "item_1583159729339": {"attribute_name": "Publication date", "attribute_value": "2018-06-01"}, "item_1583159847033": {"attribute_name": "Identifier", "attribute_value": "10.31695/IJASRE.2018.32767"}, "item_title": "Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms", "item_type_id": "21", "owner": "45", "path": ["1596102355557"], "permalink_uri": "http://hdl.handle.net/20.500.12678/0000006174", "pubdate": {"attribute_name": "Deposited date", "attribute_value": "2020-11-14"}, "publish_date": "2020-11-14", "publish_status": "0", "recid": "6174", "relation": {}, "relation_version_is_last": true, "title": ["Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms"], "weko_shared_id": -1}

Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms

http://hdl.handle.net/20.500.12678/0000006174

Preview

Name / File	License	Actions
Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms.pdf (398 Kb)

Publication type
		Journal article
Upload type
		Publication
Title
	Title	Comparative Study of Principal Component Analysis (PCA) based on Decision Tree Algorithms
	Language	en
Publication date		2018-06-01
Authors
		Aung Nway Oo
Description
		Data mining (DM) can be viewed as a result of the natural evolution of information technology. The role of data mining approach is very important in computer science and knowledge engineering. A number of data mining approaches are used for classification. Classification is the process of finding a model that describes and distinguishes data classes or concepts. The decision tree (DT) approach is most useful in the classification problem. The research work analyses the efficiency of the Principal Component Analysis (PCA) based decision tree algorithms, namely J48, Classification and Regression Tree (CART) and Random Forest.
Keywords
		Data mining (DM), Classification, Decision Tree (DT), Principal component analysis (PCA)
Identifier		10.31695/IJASRE.2018.32767
Journal articles
		6
		International Journal of Advances in Scientific Research and Engineering (IJASRE)
		122-126
		4