Dynamic student classification on memory networks for knowledge tracing

• Main Authors: MINN, Sein, DESMARAIS, Michel C., ZHU, Feida, XIAO, Jing, WANG, Jianzong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Key-value memory networks; Knowledge tracing; LSTMs; Massive open online courses; Student clustering; OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/4347; https://ink.library.smu.edu.sg/context/sis_research/article/5350/viewcontent/Dynamic_student_classification_on_memory_networks_for_knowledge_tracing.pdf
• Institution: Singapore Management University

Knowledge Tracing (KT) is the assessment of student’s knowledge state and predicting whether that student may or may not answer the next problem correctly based on a number of previous practices and outcomes in their learning process. KT leverages machine learning and data mining techniques to provi...