监督学习法对UMN学生毕业时效性的分析

Christian Pangestu Kuncoro
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引用次数: 0

摘要

教育是人类生活中最重要的事情之一,在教育界也是如此。然而,仍然有许多学生没有按时毕业。本研究的目的是找出影响因素的概述,然后进行数据分析和可视化,以便学生在2018-2020年UMN学生毕业生按时或不按时毕业。解决问题的方法或方法是数据收集,自变量,因变量,CRISP-DM,使用SQLYog工具,存储数据,快速挖掘进行数据清洗,然后使用朴素贝叶斯算法快速挖掘计算预测精度,并使用回归逻辑,使用包含的10倍验证方法,并使用Tableau可视化数据。
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Analysis Of UMN Student Graduation Timeliness Using Supervised Learning Method
Education is one of the most important things in human life, and in the world of education. However, there are still many students who graduate not on time. The purpose of this study is to find out an overview of what factors influence, then data analysis, and visualization so that students can graduate on time or not on time for UMN student graduates in 2018-2020. The method or approach used to solve the problem is data collection, independent variable, dependent variable, CRISP-DM, with SQLYog tools, to store data, rapid miner for data cleaning, then calculate prediction accuracy with rapid miner using nave Bayes algorithm, and regression logistics, using the included 10-fold validation method, and visualizing the data with Tableau.
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