Search Results for author: Sreecharan Sankaranarayanan

Found 4 papers, 0 papers with code

Combining Model-Free Q-Ensembles and Model-Based Approaches for Informed Exploration

no code implementations12 Jun 2018 Sreecharan Sankaranarayanan, Raghuram Mandyam Annasamy, Katia Sycara, Carolyn Penstein Rosé

Q-Ensembles are a model-free approach where input images are fed into different Q-networks and exploration is driven by the assumption that uncertainty is proportional to the variance of the output Q-values obtained.

Coordinating Collaborative Chat in Massive Open Online Courses

no code implementations18 Apr 2017 Gaurav Singh Tomar, Sreecharan Sankaranarayanan, Xu Wang, Carolyn Penstein Rosé

An earlier study of a collaborative chat intervention in a Massive Open Online Course (MOOC) identified negative effects on attrition stemming from a requirement for students to be matched with exactly one partner prior to beginning the activity.

Parametric Constraints for Bayesian Knowledge Tracing from First Principles

no code implementations23 Dec 2023 Denis Shchepakin, Sreecharan Sankaranarayanan, Dawn Zimmaro

Bayesian Knowledge Tracing (BKT) is a probabilistic model of a learner's state of mastery corresponding to a knowledge component.

Knowledge Tracing

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