ASSISTment17

该数据集来源于2017年的数据挖掘竞赛，包含了学生在各项技能上的回答情况。它是一个大型数据集，适合用于多种机器学习任务。该数据集包含94万2千8百16名学生的回应，涵盖101项独特的技能，任务是对知识进行追踪。This dataset is derived from the 2017 Data Mining Competition, and contains students' responses to questions related to various skills. As a large-scale dataset, it is suitable for a wide range of machine learning tasks. Specifically, it includes responses from 942,816 students covering 101 unique skills, with the core task being knowledge tracing.

搜集汇总

背景与挑战

背景概述

ASSISTment17数据集用于预测中学生未来是否从事STEM职业，数据来源于智能辅导系统ASSISTments的中学数学学习记录。竞赛要求参与者开发预测模型，并通过特定的格式提交预测结果，最终评估基于RMSE和AUC指标。