Package: LKT 1.7.0

Philip I. Pavlik Jr.

LKT: Logistic Knowledge Tracing

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.

Authors:Philip I. Pavlik Jr. [aut, ctb, cre], Luke G. Eglington [aut, ctb]

LKT_1.7.0.tar.gz
LKT_1.7.0.zip(r-4.5)LKT_1.7.0.zip(r-4.4)LKT_1.7.0.zip(r-4.3)
LKT_1.7.0.tgz(r-4.4-any)LKT_1.7.0.tgz(r-4.3-any)
LKT_1.7.0.tar.gz(r-4.5-noble)LKT_1.7.0.tar.gz(r-4.4-noble)
LKT_1.7.0.tgz(r-4.4-emscripten)LKT_1.7.0.tgz(r-4.3-emscripten)
LKT.pdf |LKT.html
LKT/json (API)
NEWS

# Install 'LKT' in R:
install.packages('LKT', repos = c('https://optimal-learning-lab.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/optimal-learning-lab/lkt/issues

Datasets:

On CRAN:

6.32 score 12 stars 29 scripts 318 downloads 1 mentions 11 exports 25 dependencies

Last updated 5 months agofrom:44a46639a5. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 12 2024
R-4.5-winOKNov 12 2024
R-4.5-linuxOKNov 12 2024
R-4.4-winOKNov 12 2024
R-4.4-macOKNov 12 2024
R-4.3-winOKNov 12 2024
R-4.3-macOKNov 12 2024

Exports:buildLKTModelcomputefeaturescomputeSpacingPredictorscountOutcomeoldLASSOLKTDataLASSOLKTModelLKTLKT_HDIpredict_lktsmallSetViewExcel

Dependencies:bootclustercodetoolscrayondata.tableforeachglmnetglmnetUtilsHDIntervaliteratorslatticeLiblineaRlme4MASSMatrixminqanlmenloptrplyrpROCRcppRcppEigenshapeSparseMsurvival

Basic_Operations

Rendered fromBasic_Operations.Rmdusingknitr::rmarkdownon Nov 12 2024.

Last update: 2024-06-26
Started: 2020-10-11

Examples

Rendered fromExamples.Rmdusingknitr::rmarkdownon Nov 12 2024.

Last update: 2024-07-01
Started: 2022-05-11

Readme and manuals

Help Manual

Help pageTopics
buildLKTModelbuildLKTModel
computefeaturescomputefeatures
computeSpacingPredictorscomputeSpacingPredictors
countOutcomecountOutcomeold
Trial sequences for practice participants.largerawsample
LASSOLKTDataLASSOLKTData
LASSOLKTModelLASSOLKTModel
LKTLKT
LKT_HDILKT_HDI
Predict for LKT Modelspredict_lkt
Trial sequences for practice participants.samplelkt
smallSetsmallSet
ViewExcelViewExcel