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Teori Ruang Pengetahuan×Penelusuran Pengetahuan×
BidangAnalitik PendidikanAnalitik Pendidikan
KeluargaMachine learningMachine learning
Tahun asal19851994
PencetusJean-Paul Doignon & Jean-Claude FalmagneAlbert Corbett & John Anderson
TipeCombinatorial knowledge assessment frameworkProbabilistic student modeling
Sumber perintisDoignon, J.-P., & Falmagne, J.-C. (1985). Spaces for the assessment of knowledge. International Journal of Man-Machine Studies, 23(2), 175–196. DOI ↗Corbett, A. T., & Anderson, J. R. (1994). Knowledge tracing: Modeling the acquisition of procedural knowledge. User Modeling and User-Adapted Interaction, 4(4), 253–278. DOI ↗
AliasKST, Knowledge Structures, Competence-Based Knowledge Space Theory, Bilgi Uzayı TeorisiBKT, Bayesian Knowledge Tracing, Deep Knowledge Tracing, Bilgi İzleme
Terkait33
RingkasanKnowledge Space Theory (KST) is a combinatorial, set-theoretic framework for modeling and assessing human knowledge, introduced by Jean-Paul Doignon and Jean-Claude Falmagne in 1985. It represents a learner's competence as a subset of a problem domain, organizes all feasible competence subsets into a lattice called a knowledge space, and uses probabilistic inference to locate a learner within that space. The approach underlies adaptive testing and intelligent tutoring systems, offering a mathematically rigorous alternative to classical test theory.Knowledge Tracing (KT) is a student-modeling technique that estimates, at each moment in time, the probability that a learner has mastered a target knowledge component. Introduced by Corbett and Anderson in 1994, the classical Bayesian Knowledge Tracing (BKT) model treats skill acquisition as a two-state Hidden Markov Model driven by four interpretable parameters: prior knowledge, learning rate, slip, and guess. Deep variants (DKT, DKVMN, AKT) later replaced HMMs with recurrent and transformer architectures.
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ScholarGateBandingkan metode: Knowledge Space Theory · Knowledge Tracing. Diakses 2026-06-17 dari https://scholargate.app/id/compare