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Data Mining Of Application In The School Management And Training Students

Posted on:2012-02-27Degree:MasterType:Thesis
Country:ChinaCandidate:S B YangFull Text:PDF
GTID:2217330368495042Subject:Computer technology
Abstract/Summary:PDF Full Text Request
The data mining technology, database and artificial intelligence in the field of research, development and application of one of the most active branches, is a comprehensive and multidisciplinary technology field, which is an extremely important content is the association rules mining. Its main purpose is to found the database in analysis of huge, seemingly be of no great importance data between potential implication, value relations, In recent years, were very thorough application in product quality analysis, financial risk prediction, telecommunications, molecular biology, genetic engineering research and information search and many other fields.Along with the school education system development, teaching scale expands gradually, management gradually standardized, school teaching management is facing great pressure. In order to adapt to the development, most schools use the campus network and other resources to carry out the informatization of education, the educational administration management system through the use of educational administration produced a qualitative change, greatly improving the work efficiency, reduces the waste of manpower and materials. Data mining technology is applied in the educational administration management, using the results of the analysis aided teaching decision-making scientific guidance to help managers to make scientific decision, is one of great significance to the study of.Based on the data mining technology has made general simple research, to its concept, background, significance and the data mining technology, method, application fields are briefly introduced in the paper. Then it describes in detail the data mining association rules mining, the association rules mining related concepts, characteristics, analysis of association rules in the classical algorithm -- Apriori algorithm. Based on the analysis and comparison of the algorithm, a defect is discovered, led to a number of improved Apriori algorithm, and then puts forward an improved Apriori algorithm:introduces the improved algorithm the basic idea, theoretical foundation and the implementation of the algorithm detailed steps, and an example of a detailed description of the algorithm for mining steps. In this paper, the improved Apriori algorithm applied in school management and student information analysis, to the teaching evaluation data and information as an example, through the quality of teachers, teacher evaluation scores, student achievement data, performance data mining, found the quality of teaching and the quality of teachers, students and between units in the performance between contact, and on the basis of the mining results are put forward to improve the quality of teaching plan, teaching management departments to provide decision-making and guidance.
Keywords/Search Tags:data mining, association rules, Apriori algorithm
PDF Full Text Request
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