Sifatul Anindho, Videep Venkatesha, Jaclyn Ocumpaugh, Nathaniel Blanchard (2026) — Colorado State University / University of Pennsylvania. arXiv preprint (cs.CY).
Anindho, Venkatesha, Ocumpaugh and Blanchard apply Ordered Network Analysis to trace how epistemic emotions such as confusion and frustration persist and transition during co-situated collaborative problem solving. The work advances affect-aware learning analytics by modeling the temporal ordering of emotional states rather than static frequencies, informing when interventions should trigger in affective-tutoring systems and multimodal detectors like multimodal-affective-its-presentation. It grounds affect dynamics in collaborative-learning contexts, complements sensor-based approaches like affective-text-wearable-student-health and video-based engagement-assessment-video.
Related Pages
Citation
APA: Sifatul Anindho, Videep Venkatesha, Jaclyn Ocumpaugh, Nathaniel Blanchard (2026). Ordered Network Analysis of Epistemic Emotions during Collaborative Problem Solving. arXiv:2607.23317.