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LOGANTree
View on CRAN: Click
here
Download and install LOGANTree package within the R console
Install from CRAN:
install.packages("LOGANTree")
Install from Github:
library("remotes")
install_github("cran/LOGANTree")
Install by package version:
library("remotes")
install_version("LOGANTree", "0.1.1")
Attach the package and use:
library("LOGANTree")
Maintained by
Qi Qin
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-03-29
Latest Update: 2022-06-22
Description:
Enables researchers to model log-file data from computer-based assessments using machine-learning techniques. It allows researchers to generate new knowledge by comparing the performance of three tree-based classification models (i.e., decision trees, random forest, and gradient boosting) to predict student's outcome. It also contains a set of handful functions for the analysis of the features' influence on the modeling. Data from the Climate control item from the 2012 Programme for International Student Assessment (PISA, ) is available for an illustration of the package's capability. He, Q., & von Davier, M. (2015) Boehmke, B., & Greenwell, B. M. (2019) .
How to cite:
Qi Qin (2022). LOGANTree: Tree-Based Models for the Analysis of Log Files from Computer-Based Assessments. R package version 0.1.1, https://cran.r-project.org/web/packages/LOGANTree. Accessed 21 Dec. 2024.
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Other R packages that LOGANTree depends,
imports, suggests or enhances
Functions, R codes and Examples using
the LOGANTree R package
Some associated functions: ChiSquarePlot . ChiSquareTable . ComputeChisquared . DataPartition . DtResult . LOGANTree . NearZeroVariance . PartialDependencePlot . PerformanceMetrics . RocPlot . TreeModels . TreeModelsAllSteps . VariableImportancePlot . VariableImportanceTable . cp025q01.features . cp025q01.wgt . testing . training .
Some associated R codes: ChisquarePlot.R . ChisquareTable.R . ComputeChisquared.R . DataPartition.R . DtResult.R . LOGANTree.R . NearZeroVariance.R . PartialDependenceplot.R . PerformanceMetrics.R . RocPlot.R . Testing.R . Training.R . TreeModels.R . TreeModelsAllSteps.R . VariableImportancePlot.R . VariableImportanceTable.R . cp025q01.features.R . cp025q01.wgt.R . globals.R . Full LOGANTree package functions and examples
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