1 code implementation • 12 Jul 2021 • Shalini Pandey, Jaideep Srivastava
Many machine learning models have been built to tackle information overload issues on Massive Open Online Courses (MOOC) platforms.
1 code implementation • 4 Mar 2021 • Shalini Pandey, George Karypis, Jaideep Srivasatava
The interaction modeling layer is responsible for updating the embedding of a user and an item when the user interacts with the item.
1 code implementation • IEEE International Conference on Data Mining Workshops (ICDM Workshops) 2021 • Shalini Pandey, Andrew Lan, George Karypis, Jaideep Srivastava
The projection operation learns to estimate future embedding of students and threads.
no code implementations • 16 Jan 2021 • Shalini Pandey, George Karypis, Jaideep Srivastava
Recent release of large-scale student performance dataset \cite{choi2019ednet} motivates the analysis of performance of deep learning approaches that have been proposed to solve KT.
no code implementations • 10 Jan 2021 • Shalini Pandey, Andrew Lan, George Karypis, Jaideep Srivastava
The projection operation learns to estimate future embedding of students and threads.
1 code implementation • 28 Aug 2020 • Shalini Pandey, Jaideep Srivastava
The aim of KT is to model student's knowledge level based on their answers to a sequence of exercises referred as interactions.
5 code implementations • 16 Jul 2019 • Shalini Pandey, George Karypis
Knowledge tracing is the task of modeling each student's mastery of knowledge concepts (KCs) as (s)he engages with a sequence of learning activities.