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The Research And Implementation For College Student Behavior Analysis System Based On Hadoop Technology

Posted on:2016-12-30Degree:MasterType:Thesis
Country:ChinaCandidate:Q PanFull Text:PDF
GTID:2298330467495084Subject:Computer Science and Technology
Abstract/Summary:PDF Full Text Request
With the continuous development of social progress, networking, cloud computing and big data and other technology, campus construction gradually from digital into wisdom. The continue construction of wisdom campus, as well as the information increasing, the accumulation of data also is rapid expansion; this has initially formed a typical campus with big data. Traditional management concepts and management methods can not meet the growing demand for data processing. How campus management and sharing data efficiently, is an urgent problem.In this paper, use the Hadoop framework for campus big data storage and analysis. Based on Hadoop technology in campus, research on Big Data technology in the field of education information, behavior analysis system overall architecture of student, student data collection framework and algorithms, functional architecture of the system and key algorithms. Completion of data distributed storage and processing, as well as in-depth of mining and analysis. Analysis the data of scientific, timely attention to dynamic research, better guide the direction of research and development. Analysis the data of teaching, timely grasp teaching situation, rational development of teaching programs. And then, analysis the data of student, grasp the students’ behavior, to focus on students’behavior and avoid the adverse events occurrence.This paper, completed the design and implementation of a systematic of college students behavior analysis based on Hadoop technology, The system used HDFS distributed file system to complete the data collection, processing and storage, the preparation analysis algorithm of the various thematic with MapReduce, and then mining and intelligent data. Finally on this basis based on JAVAWEB and SSH architecture complete with the mainstream development of related modules, while the results display graphically.The platform is implemented in the campus environment of Beijing University of Posts and technology, preliminary verification the test results, and has achieved certain results.
Keywords/Search Tags:Big Data, Hadoop, MapReduce, CampusData, Data Analysis
PDF Full Text Request
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