Uma Nova Abordagem Para Sistemas Adaptativos E Inteligentes Utilizando Dynamic Scripting

Júlio César Da Costa Silva, Cristiano Pitangui, Alessandro Vivas, Luciana Assis
2018 Zenodo  
Adaptive and Intelligent Education Systems (SAIEs) seek to provide personalized student assistance by detecting their Learning Style (EA). One of the most exploited techniques for this detection is Reinforcement Learning (RA). However, such technique, in some cases, is considered of slow convergence. This work proposes the improvement of a SAIE using an adaptation of the technique of textit Dynamic Scripting, considered faster than the AR. Experiments using a student behavior simulator
more » ... simulator demonstrated that the approach, compared to the literature solutions, reduced the number of learning problems by ≈ 54 %, and ≈ 35 %, respectively, for Static and Dynamic EAs, while increasing the students' average score by ≈ 6.06 %, which are very promising results.
doi:10.5281/zenodo.1240580 fatcat:2ogksgsojnfjnglpjvpc3jnvlu