Design And Research Of College Student Behavior Analysis System Based On Data Mining

With the continuous progress of the society,information technology has been developed rapidly.The digital era is approaching quietly.With the rapid development of computer science and Internet technology,massive data are constantly produced.A large amount of data related to students is generated in each business system of the school,forming the campus big data environment.It is mainly reflected in the large scale,multi-type,high speed and low density value of students' data.How to analyze a large number of students' learning and living data has become an important content to improve the information management level of students' work.Through the analysis and mining of student behavior data,the school can not only improve the level of student management,achieve early warning,strengthen the safety of school work,but also can use real data to depict student behavior,to provide quantitative data support for awards and evaluation.This subject first of all to the current school student management and grant work status and existing business understanding,analysis of its functional needs,on the basis of demand analysis design and development of student behavior analysis system,in the school's existing technical framework and on the basis of demand to complete the technical route selection.This topic selection of Hadoop Data(Big Data)platform as the Data collected and distributed storage platform,Java language as the main development language on the server side,the front end development framework USES the React,back-end development framework USES the Mysql Cluster,the inside of the early warning and forecast of students' use of Data mining classification algorithm and correlation algorithm,student achievement Data analysis used in the achievement transformation algorithm and routine index analysis model,poor students identify and test the random forest classification model and the fuzzy evaluation algorithm used.This topic to the student behavior analysis system of comprehensive student behavior portrait module,the students' comprehensive early warning module and students behavior track module,data analysis module,a detailed analysis of design students early warning rules,the system is coded also USES JavaEE development framework of lightweight Spring MVC,MyBatis,etc.,in order to reduce some repetitive work in the process of encoding implementation,improve development efficiency.After the completion of the design and development of this topic,the system has been fully functional testing and performance testing,found some loopholes in the implementation of system modules and completed the modification in time.Student behavior analysis system after the test pass,has entered a formal environment,according to the operation,the system normal operation,greatly improved the efficiency of the school to the student management work,evaluation of student management in the process of grants can also achieve good data to support,save a lot of labor costs,improve work efficiency and economic cost.It provides quantitative data support for the scientific decision-making of student management.