Where's the reward? a review of reinforcement learning for instructional sequencing

S Doroudi, V Aleven, E Brunskill - International Journal of Artificial …, 2019 - Springer
Since the 1960s, researchers have been trying to optimize the sequencing of instructional
activities using the tools of reinforcement learning (RL) and sequential decision making …

Artificial intelligence for personalized preventive adolescent healthcare

JP Rowe, JC Lester - Journal of Adolescent Health, 2020 - Elsevier
Recent advances in artificial intelligence (AI) are creating new opportunities for
personalizing technology-based health interventions to adolescents. This article provides a …

Engaging students in the learning process with game-based learning: The fundamental concepts.

S Adipat, K Laksana, K Busayanon… - International Journal of …, 2021 - ERIC
A new approach to learning in the form of educational games has been adopted in recent
years, especially in English language teaching. The educational game learning approach …

The agency effect: The impact of student agency on learning, emotions, and problem-solving behaviors in a game-based learning environment

M Taub, R Sawyer, A Smith, J Rowe, R Azevedo… - Computers & …, 2020 - Elsevier
Game-based learning environments are designed to foster high levels of student
engagement and motivation during learning of complex topics. Game-based learning …

Instruction based on adaptive learning technologies

V Aleven, EA McLaughlin, RA Glenn… - Handbook of research …, 2016 - taylorfrancis.com
A common intuition is that instruction is most effective if it takes into account (a) that learners
are different, and (b) that they change as they learn. But learners differ in a great many ways …

Artificial Intelligence in Education (AIEd): A high-level academic and industry note 2021

MA Chaudhry, E Kazim - AI and Ethics, 2022 - Springer
In the past few decades, technology has completely transformed the world around us.
Indeed, experts believe that the next big digital transformation in how we live, communicate …

[图书][B] Handbook of research on learning and instruction

RE Mayer, PA Alexander - 2011 - api.taylorfrancis.com
How do people learn in subject areas, such as reading, writing, mathematics, science, and
history, and how can we help people learn, using instructional methods such as feedback …

Reinforcement learning tutor better supported lower performers in a math task

S Ruan, A Nie, W Steenbergen, J He, JQ Zhang… - Machine Learning, 2024 - Springer
Resource limitations make it challenging to provide all students with one of the most
effective educational interventions: personalized instruction. Reinforcement learning could …

Data-driven artificial intelligence in education: A comprehensive review

K Ahmad, W Iqbal, A El-Hassan, J Qadir… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
As education constitutes an essential development standard for individuals and societies,
researchers have been exploring the use of artificial intelligence (AI) in this domain and …

Using multi-channel data with multi-level modeling to assess in-game performance during gameplay with Crystal Island

M Taub, NV Mudrick, R Azevedo, GC Millar… - Computers in Human …, 2017 - Elsevier
Game-based learning environments (GBLEs) have been touted as the solution for failing
educational outcomes. In this study, we address some of these major issues by using multi …