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[PDF]Using Hadoop to Cluster Data in Energy System

[日期:2015-06-18] 来源:University of Dayton  作者: Hou Jun [字体: ]

Using Hadoop to Cluster Data in Energy System

University of Dayton Hou Jun

This thesis takes a distributed computing approach built upon Apache Hadoop, which is a distributed data analysis framework running on multiple computers. The main components of this work includes implementation of k-means machine learning algorithms on the Hadoop Map-Reduce framework, processing raw data from real energy systems, classifying the data using k-means algorithms in Hadoop, and improvement on seed selection for k-means algorithms. Finally, this thesis demonstrates the efficiency and effectiveness of our approach using different data sets.


Using Hadoop to Cluster Data in Energy System

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