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LKT

Logistic Knowledge Tracing

v1.7.0 · Jul 1, 2024 · GPL-3

Description

Computes Logistic Knowledge Tracing ('LKT') which is a general method for tracking human learning in an educational software system. Please see Pavlik, Eglington, and Harrel-Williams (2021) <https://ieeexplore.ieee.org/document/9616435>. 'LKT' is a method to compute features of student data that are used as predictors of subsequent performance. 'LKT' allows great flexibility in the choice of predictive components and features computed for these predictive components. The system is built on top of 'LiblineaR', which enables extremely fast solutions compared to base glm() in R.

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CRAN Check Status

14 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies SparseM Matrix data.table LiblineaR glmnet glmnetUtils lme4 cluster pROC crayon HDInterval (>= 0.2.2) LKT

Version History

new 1.7.0 Mar 10, 2026
updated 1.7.0 ← 1.6.0 diff Jul 1, 2024
updated 1.6.0 ← 1.5.0 diff Dec 10, 2023
updated 1.5.0 ← 1.3.0 diff May 24, 2023
updated 1.3.0 ← 1.2.0 diff Oct 9, 2022
updated 1.2.0 ← 1.1.0 diff Jul 14, 2022
updated 1.1.0 ← 1.0.1 diff Feb 20, 2022
updated 1.0.1 ← 1.0 diff Nov 28, 2021
new 1.0 Jun 6, 2021