{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T16:27:40Z","timestamp":1781108860558,"version":"3.54.1"},"reference-count":28,"publisher":"IGI Global Scientific Publishing","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014,7,1]]},"abstract":"<p>Over the last few years, data are generated in large volume at a faster rate and there has been a remarkable growth in the need for large scale data processing systems. As data grows larger in size, data quality is compromised. Functional dependencies representing semantic constraints in data are important for data quality assessment. Executing functional dependency discovery algorithms on a single computer is hard and laborious with large data sets. MapReduce provides an enabling technology for large scale data processing. The open-source Hadoop implementation of MapReduce has provided researchers a powerful tool for tackling large-data problems in a distributed manner. The objective of this study is to extract functional dependencies between attributes from large datasets using MapReduce programming model. Attribute entropy is used to measure the inter attribute correlations, and exploited to discover functional dependencies hidden in the data.<\/p>","DOI":"10.4018\/ijiit.2014070102","type":"journal-article","created":{"date-parts":[[2014,10,10]],"date-time":"2014-10-10T15:30:09Z","timestamp":1412955009000},"page":"19-35","source":"Crossref","is-referenced-by-count":15,"title":["Extracting Functional Dependencies in Large Datasets Using MapReduce Model"],"prefix":"10.4018","volume":"10","author":[{"given":"K.","family":"Amshakala","sequence":"first","affiliation":[{"name":"Department of CSE and IT, Coimbatore Institute of Technology, Coimbatore, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"R.","family":"Nedunchezhian","sequence":"additional","affiliation":[{"name":"Department of CSE, Sri Ranganathar Institute of Engineering and Technology, Coimbatore, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"M.","family":"Rajalakshmi","sequence":"additional","affiliation":[{"name":"Department of CSE and IT, Coimbatore Institute of Technology, Coimbatore, India"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"ijiit.2014070102-0","doi-asserted-by":"publisher","DOI":"10.4018\/ijiit.2014010103"},{"key":"ijiit.2014070102-1","doi-asserted-by":"publisher","DOI":"10.14778\/1687627.1687731"},{"key":"ijiit.2014070102-2","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2011.47"},{"key":"ijiit.2014070102-3","doi-asserted-by":"publisher","DOI":"10.1109\/69.553164"},{"key":"ijiit.2014070102-4","author":"T.Cover","year":"2012","journal-title":"Elements of Information Theory"},{"key":"ijiit.2014070102-5","doi-asserted-by":"publisher","DOI":"10.1145\/1327452.1327492"},{"key":"ijiit.2014070102-6","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2010.154"},{"key":"ijiit.2014070102-7","author":"A.Frank","year":"2010","journal-title":"UCI Machine Learning Repository"},{"issue":"3","key":"ijiit.2014070102-8","doi-asserted-by":"crossref","first-page":"365","DOI":"10.3233\/IDA-2012-0529","article-title":"An incremental approach for maintaining functional dependencies.","volume":"16","author":"G.Gasmi","year":"2012","journal-title":"Intelligent Data Analysis"},{"key":"ijiit.2014070102-9","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-23851-2_60"},{"key":"ijiit.2014070102-10","doi-asserted-by":"publisher","DOI":"10.1093\/comjnl\/42.2.100"},{"key":"ijiit.2014070102-11","doi-asserted-by":"publisher","DOI":"10.1145\/2064085.2064087"},{"key":"ijiit.2014070102-12","doi-asserted-by":"publisher","DOI":"10.1145\/2094114.2094118"},{"key":"ijiit.2014070102-13","doi-asserted-by":"publisher","DOI":"10.1109\/BCGIn.2011.125"},{"key":"ijiit.2014070102-14","first-page":"254","article-title":"Parallel approaches for discovering functional dependencies from data for information system design recovery.","author":"W. 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