In a massive open online courses (MOOCs) learning environment, it is essential to understand students' social knowledge constructs and critical thinking for instructors to design intervention strategies. The development of social knowledge constructs and critical thinking can be represented by cognitive presence, which is a primary component of the community of inquiry model. However, identifying learners' cognitive presence is a challenging problem, and most researchers have performed this task using traditional machine learning methods that r...
