reviewACM Computing SurveysOct 26, 2022HYBRID OA

Knowledge Tracing: A Survey

Australian National University

Indexed incrossref

Abstract

Humans’ ability to transfer knowledge through teaching is one of the essential aspects for human intelligence. A human teacher can track the knowledge of students to customize the teaching on students’ needs. With the rise of online education platforms, there is a similar need for machines to track the knowledge of students and tailor their learning experience. This is known as the Knowledge Tracing (KT) problem in the literature. Effectively solving the KT problem would unlock the potential of computer-aided education applications such as intelligent tutoring systems, curriculum learning, and learning materials’ recommendation. Moreover, from a more general viewpoint, a student may represent any kind of…

Citation impact

363
total citations
FWCI
42.87
Percentile
100%
References
63
Citations per year

Authors

3

Topics & keywords

Keywords
  • Computer science
  • Curriculum
  • Tracing
  • Benchmark (surveying)
  • Artificial intelligence
  • Deep learning
  • Human–computer interaction
  • Data science
UN Sustainable Development Goals
  • Quality Education
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Funding