Recommendation of programming activities by multi-label classification for a formative assessment of students

作者:

Highlights:

• The task of recommending activities for students can be treated as a multi-label classification problem.

• Our system recommends activities according to students’ learning difficulties.

• We provided a new data set of profiles and recommendations done by an instructor.

• The metrics of multi-label classification can help in formative assessment.

摘要

•The task of recommending activities for students can be treated as a multi-label classification problem.•Our system recommends activities according to students’ learning difficulties.•We provided a new data set of profiles and recommendations done by an instructor.•The metrics of multi-label classification can help in formative assessment.

论文关键词:Formative assessment,Multi-label classification,Multidimensional profiles,Recommendation of activities

论文评审过程:Available online 25 June 2013.

论文官网地址:https://doi.org/10.1016/j.eswa.2013.06.011