Beyond the Clique: Comparing Clique and Dowker Complexes for Co-occurrence Data in Learning Analytics

Learning analytics increasingly represents the relations in co-occurrence data---codes in a window of discourse, participants in a thread, tags on a post---as simplicial complexes and analyses them with persistent homology. The standard approach uses the clique complex. Because its simplices are det