地球资源数据云——数据资源详情
教育中的游戏化
该数据集《Gamification in education》主要用于监督学习任务，数据形态以表格为主，应用场景偏向交通/汽车。 题目说明：Turning Studying into Fun and Games: A Gamification Experiment 任务类型：表格监督学习。 建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：Students_gamification_grades.csv。 This dataset was created as a result of students who used a gamified learning application with interactive flashcards and badges to engage them in learning about statistics and multidimensional statistical analysis. The dataset includes data on various variables, including the practice exam grades before using the educational platform, the final exam grades after using the platform, whether or not the student is a user of the platform, the average grade for each of the six quizzes, and the number of times each quiz was submitted. This dataset is a modified version of the original data colected. Its analysis is available in the DOES GAMIFICATION LEAD TO BETTER RESULTS IN EDUCATION? paper.
摘要概览
该数据集《Gamification in education》主要用于监督学习任务，数据形态以表格为主，应用场景偏向交通/汽车。 题目说明：Turning Studying into Fun and Games: A Gamification Experiment
任务类型：表格监督学习。
建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：Students_gamification_grades.csv。
This dataset was created as a result of students who used a gamified learning application with interactive flashcards and badges to engage them in learning about statistics and multidimensional statistical analysis.
The dataset includes data on various variables, including the practice exam grades before using the educational platform, the final exam grades after using the platform, whether or not the student is a user of the platform, the average grade for each of the six quizzes, and the number of times each quiz was submitted.
This dataset is a modified version of the original data colected. Its analysis is available in the DOES GAMIFICATION LEAD TO BETTER RESULTS IN EDUCATION? paper.