{"_buckets": {"deposit": "b50bccc7-767f-432f-b630-66802572f25c"}, "_deposit": {"created_by": 45, "id": "6255", "owner": "45", "owners": [45], "owners_ext": {"displayname": "", "username": ""}, "pid": {"revision_id": 0, "type": "recid", "value": "6255"}, "status": "published"}, "_oai": {"id": "oai:meral.edu.mm:recid/6255", "sets": ["user-uit"]}, "communities": ["uit"], "item_1583103067471": {"attribute_name": "Title", "attribute_value_mlt": [{"subitem_1551255647225": "Performance Analysis of aScalable Naïve Bayes Classifier on Beyond MapReduce", "subitem_1551255648112": "en"}]}, "item_1583103085720": {"attribute_name": "Description", "attribute_value_mlt": [{"interim": "Many real world areas from different sources generate the massive data with large volume of high velocity, complex and variable data. The massive data becomes a challenge for machine learning algorithm because they are difficult to process and extract knowledge using traditional analysis tools. Therefore, a massively scalable and parallel algorithm is needed to process and analyze such massive data. Recently Hadoop MapReduce framework has been adapted for processing large data in an extremely parallel mining. MapReduce may not a very good fit for most of the scalable machine learning that Mahout pioneered. For large scale machine learning on distributed system, Mahout Samsarais used with efficient distributed execution on Spark. This paper analyses the scalability of Naïve Bayes classifier which is implemented by Mahout Samsara. The performance of scalable Naïve Bayes classifier (SNB) on Beyond MapReduce and traditional Naïve Bayes classifier arealso comparedover different data sets. The experimental results show that SNB on Beyond MapReduceis more suitable to classify massive datasets in distributed computing environment and it provides a better accuracy and minimal processing time than traditional Naïve Bayes classifier."}]}, "item_1583103120197": {"attribute_name": "Files", "attribute_type": "file", "attribute_value_mlt": [{"accessrole": "open_access", "date": [{"dateType": "Available", "dateValue": "2020-11-19"}], "displaytype": "preview", "download_preview_message": "", "file_order": 0, "filename": "Performance Analysis of aScalable Naïve Bayes Classifier on Beyond MapReduce.pdf", "filesize": [{"value": "1.6 Mb"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensefree": "© 2017 ICAIT", "licensetype": "license_free", "mimetype": "application/pdf", "size": 1600000.0, "url": {"url": "https://meral.edu.mm/record/6255/files/Performance Analysis of aScalable Naïve Bayes Classifier on Beyond MapReduce.pdf"}, "version_id": "4327f574-5e0a-4616-bd1b-07bceef832e5"}]}, "item_1583103147082": {"attribute_name": "Conference papers", "attribute_value_mlt": [{"subitem_acronym": "ICAIT 2017", "subitem_c_date": "1-2 November, 2017", "subitem_conference_title": "1st International Conference on Advanced Information Technologies", "subitem_place": "Yangon, Myanmar", "subitem_session": "Cloud Computing and Big Data Analytics", "subitem_website": "https://www.uit.edu.mm/icait-2017/"}]}, "item_1583105942107": {"attribute_name": "Authors", "attribute_value_mlt": [{"subitem_authors": [{"subitem_authors_fullname": "Myat Cho Mon Oo"}, {"subitem_authors_fullname": "Thandar Thein"}]}]}, "item_1583108359239": {"attribute_name": "Upload type", "attribute_value_mlt": [{"interim": "Publication"}]}, "item_1583108428133": {"attribute_name": "Publication type", "attribute_value_mlt": [{"interim": "Conference paper"}]}, "item_1583159729339": {"attribute_name": "Publication date", "attribute_value": "2017-11-02"}, "item_title": "Performance Analysis of aScalable Naïve Bayes Classifier on Beyond MapReduce", "item_type_id": "21", "owner": "45", "path": ["1605779935331"], "permalink_uri": "http://hdl.handle.net/20.500.12678/0000006255", "pubdate": {"attribute_name": "Deposited date", "attribute_value": "2020-11-19"}, "publish_date": "2020-11-19", "publish_status": "0", "recid": "6255", "relation": {}, "relation_version_is_last": true, "title": ["Performance Analysis of aScalable Naïve Bayes Classifier on Beyond MapReduce"], "weko_shared_id": -1}