Algorithmic bias in education

RS Baker, A Hawn - International journal of artificial intelligence in …, 2022 - Springer
In this paper, we review algorithmic bias in education, discussing the causes of that bias and
reviewing the empirical literature on the specific ways that algorithmic bias is known to have …

Evolution and revolution in artificial intelligence in education

I Roll, R Wylie - International journal of artificial intelligence in …, 2016 - Springer
Abstract The field of Artificial Intelligence in Education (AIED) has undergone significant
developments over the last twenty-five years. As we reflect on our past and shape our future …

Educational data mining and learning analytics

RS Baker, T Martin, LM Rossi - The Wiley handbook of …, 2016 - Wiley Online Library
In recent years, there has been increasing interest in using the methods of educational data
mining (EDM) and learning analytics (LA) to study and measure learner cognition. In this …

Stupid tutoring systems, intelligent humans

RS Baker - International Journal of Artificial Intelligence in …, 2016 - Springer
The initial vision for intelligent tutoring systems involved powerful, multi-faceted systems that
would leverage rich models of students and pedagogies to create complex learning …

Intelligent tutoring systems and learning outcomes: A meta-analysis.

W Ma, OO Adesope, JC Nesbit, Q Liu - Journal of educational …, 2014 - psycnet.apa.org
Abstract Intelligent Tutoring Systems (ITS) are computer programs that model learners'
psychological states to provide individualized instruction. They have been developed for …

Better to be frustrated than bored: The incidence, persistence, and impact of learners' cognitive–affective states during interactions with three different computer-based …

RSJ Baker, SK D'Mello, MMT Rodrigo… - International Journal of …, 2010 - Elsevier
We study the incidence (rate of occurrence), persistence (rate of reoccurrence immediately
after occurrence), and impact (effect on behavior) of students' cognitive–affective states …

Intelligent tutoring systems: A comprehensive historical survey with recent developments

A Alkhatlan, J Kalita - arxiv preprint arxiv:1812.09628, 2018 - arxiv.org
This paper provides interested beginners with an updated and detailed introduction to the
field of Intelligent Tutoring Systems (ITS). ITSs are computer programs that use artificial …

A multimedia adaptive tutoring system for mathematics that addresses cognition, metacognition and affect

I Arroyo, BP Woolf, W Burelson, K Muldner… - International Journal of …, 2014 - Springer
This article describes research results based on multiple years of experimentation and real-
world experience with an adaptive tutoring system named Wayang Outpost. The system …

Learning behavior-oriented knowledge tracing

B Xu, Z Huang, J Liu, S Shen, Q Liu, E Chen… - Proceedings of the 29th …, 2023 - dl.acm.org
Exploring how learners' knowledge states evolve during the learning activities is a critical
task in online learning systems, which can facilitate personalized services downstream, such …

Educational data mining and learning analytics: Applications to constructionist research

M Berland, RS Baker, P Blikstein - Technology, Knowledge and Learning, 2014 - Springer
Constructionism can be a powerful framework for teaching complex content to novices. At
the core of constructionism is the suggestion that by enabling learners to build creative …