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Home / programming language / Online Java Projects / Feature Selection and Classification of Microarray Data using MapReduce based ANOVA and K-Nearest Neighbor
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Feature Selection and Classification of Microarray Data using MapReduce based ANOVA and K-Nearest Neighbor

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SKU: PROJ5706 Categories: 2016 Projects, 2015 Projects, Datamining Projects, Final Year Projects, Online Java Projects Tags: academic projects, Android project 2013-2014, Android project 2015-2016, Android project Abstract, Android project list, btech projects, dotnet project 2013-2014, dotnet project 2015-2016, dotnet project Abstract, dotnet project list, elysium technologies abstract, elysium technologies chennai, elysium technologies coimbatore, elysium technologies company, elysium technologies courses, elysium technologies erode, elysium technologies inpant traning, elysium technologies internship, elysium technologies jobs, elysium technologies madurai, elysium technologies mou, elysium technologies pondychery, elysium technologies projectlist, elysium technologies projects, elysium technologies ramnad, elysium technologies salem, elysium technologies software, elysium technologies tirunelveli, elysium technologies trichy, Final Year Projects, java projects 2013-2014, java projects 2015-2016, java projects Abstract, madurai software company, matlab project 2013-2014, matlab project 2015-2016, matlab project Abstract, matlab project list, mtech projects, phd research work, Php project 2013-2014, Php project 2015-2016, Php project Abstract, Php project list, Power Electronic project 2013-2014, Power Electronic project 2015-2016, Power Electronic project Abstract, Power Electronic project list, project center Bangalore, project center chennai, project center coimbatore, project center Erode, project center Hyderabad, project center Kollam, project center madurai, project center Pandicherry, project center ramnad, project center Salem, project center Tiruneveli, project center trichy, research center, Students Projects, Vlsi project 2013-2014, Vlsi project 2015-2016, Vlsi project Abstract, Vlsi project list
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Feature Selection and Classification of Microarray Data using MapReduce based ANOVA and K-Nearest Neighbor

Abstract— Feature Selection and Classification of Microarray Data using MapReduce based ANOVA and K-Nearest Neighbor. The major drawback of microarray data is the ‘curse of dimensionality problem’, this hinders the useful information of dataset and leads to computational instability. Therefore, selecting relevant genes is an imperative in microarray data analysis. Most of the existing schemes employ a two-phase processes: feature selection/extraction followed by classification. A statistical test, ANOVA based on MapReduce is proposed to select the relevant features. After feature selection, MapReduce based K-Nearest Neighbor < Final Year Projects 2016 > K-NN classifier is also proposed to classify the microarray data. These algorithms are successfully implemented on Hadoop framework and comparative analysis is done using various datasets.

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