DeepAI AI Chat

Markov Decision Process for MOOC users behavioral inference

07/10/2019

∙

by Firas Jarboui, et al.

∙

∙

Studies on massive open online courses (MOOCs) users discuss the existence of typical profiles and their impact on the learning process of the students. However defining the typical behaviors as well as classifying the users accordingly is a difficult task. In this paper we suggest two methods to model MOOC users behaviour given their log data. We mold their behavior into a Markov Decision Process framework. We associate the user's intentions with the MDP reward and argue that this allows us to classify them.

Firas Jarboui
6 publications
Célya Gruson-daniel
1 publication
Alain Durmus
48 publications
Vincent Rocchisani
1 publication
Sophie-helene Goulet Ebongue
1 publication
Anneliese Depoux
1 publication
Wilfried Kirschenmann
1 publication
Vianney Perchet
54 publications

∙ 05/06/2022

Hitting time for Markov decision process

We define the hitting time for a Markov decision process (MDP). We do no...

0 Ruichao Jiang, et al. ∙

∙ 11/15/2017

Quantile Markov Decision Process

In this paper, we consider the problem of optimizing the quantiles of th...

0 Xiaocheng Li, et al. ∙

∙ 09/08/2020

Bayesian Inverse Reinforcement Learning for Collective Animal Movement

Agent-based methods allow for defining simple rules that generate comple...

0 Toryn L. J. Schafer, et al. ∙

∙ 10/27/2021

Play to Grade: Testing Coding Games as Classifying Markov Decision Process

Contemporary coding education often presents students with the task of d...

0 Allen Nie, et al. ∙

∙ 04/27/2023

Level Assembly as a Markov Decision Process

Many games feature a progression of levels that doesn't adapt to the pla...

0 Colan F. Biemer, et al. ∙

∙ 08/01/2019

Mapping the uncertainty of 19th century West African slave origins using a Markov decision process model

The advent of modern computers has added an increased emphasis on channe...

0 Zachary Mullen, et al. ∙

∙ 02/16/2019

Heuristics, Answer Set Programming and Markov Decision Process for Solving a Set of Spatial Puzzles

Spatial puzzles composed of rigid objects, flexible strings and holes of...

0 Thiago Freitas dos Santos, et al. ∙