{"created":"2020-09-01T10:01:41.733816+00:00","id":3370,"links":{},"metadata":{"_buckets":{"deposit":"e596f5ea-894f-4a0d-b7ed-d72de6a8a868"},"_deposit":{"id":"3370","owners":[],"pid":{"revision_id":0,"type":"recid","value":"3370"},"status":"published"},"_oai":{"id":"oai:meral.edu.mm:recid/3370","sets":["1582963302567:1597824273898"]},"communities":["ucsy"],"item_1583103067471":{"attribute_name":"Title","attribute_value_mlt":[{"subitem_1551255647225":"Cloud Data Center Resource Demand Prediction Model Development on Apache Spark","subitem_1551255648112":"en"}]},"item_1583103085720":{"attribute_name":"Description","attribute_value_mlt":[{"interim":"Dynamic resource allocation in cloud datacenters is a challenging problem. Resourceprediction is a key feature for on-demand resourceplanning and efficient resource management ofdynamic workload. This requires a highly accuratedemand prediction. Hyper-parameter optimizationcan largely affect the performance of the predictionmodel. The process of identifying the optimalparameters for a machine learning (ML) algorithminvolves the search for a broad range of valuecombinations of parameter sets. This paper presentsa resource demand prediction model with the cloudcomputational frameworks Apache™ Hadoop® andApache Spark™. The model is developed on thepowerful ML technique, Decision Tree (DT)algorithm, and hyper-parameter optimization for DTalgorithm is performed to achieve the predictionmodel with high accuracy. The evaluation ofprediction model is conducted on real data centerworkload traces and the evaluation results show thathyper-parameter optimization can save theprediction error significantly."}]},"item_1583103108160":{"attribute_name":"Keywords","attribute_value_mlt":[{"interim":"Apache Hadoop"},{"interim":"Apache Spark"},{"interim":"Hyperparameter Optimization"},{"interim":"Machine Learning"},{"interim":"Resource Prediction"}]},"item_1583103120197":{"attribute_name":"Files","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_access","date":[{"dateType":"Available","dateValue":"2019-07-22"}],"displaytype":"preview","filename":"ICCA 2019 Proceedings Book-pages-41-47.pdf","filesize":[{"value":"332 Kb"}],"format":"application/pdf","licensetype":"license_note","mimetype":"application/pdf","url":{"url":"https://meral.edu.mm/record/3370/files/ICCA 2019 Proceedings Book-pages-41-47.pdf"},"version_id":"5cfb54b6-32c8-4010-ac15-9814f569bf09"}]},"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":"Than, Moh Moh"},{"subitem_authors_fullname":"Thein, Thandar"}]}]},"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/123456789/1128"},"item_title":"Cloud Data Center Resource Demand Prediction Model Development on Apache Spark","item_type_id":"21","owner":"1","path":["1597824273898"],"publish_date":"2019-07-22","publish_status":"0","recid":"3370","relation_version_is_last":true,"title":["Cloud Data Center Resource Demand Prediction Model Development on Apache Spark"],"weko_creator_id":"1","weko_shared_id":-1},"updated":"2022-03-24T23:11:34.325057+00:00"}