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ProcData: Process Data Analysis

Provides tools for exploratory process data analysis. Process data refers to the data describing participants' problem-solving processes in computer-based assessments. It is often recorded in computer log files. This package provides functions to read, process, and write process data. It also implements two feature extraction methods to compress the information stored in process data into standard numerical vectors. This package also provides recurrent neural network based models that relate response processes with other binary or scale variables of interest. The functions that involve training and evaluating neural networks are wrappers of functions in 'keras'.

Version: 0.3.2
Depends: R (≥ 3.5)
Imports: Rcpp (≥ 0.12.16), keras (≥ 2.2.4)
LinkingTo: Rcpp
Published: 2021-04-01
DOI: 10.32614/CRAN.package.ProcData
Author: Xueying Tang [aut, cre], Susu Zhang [aut], Zhi Wang [aut], Jingchen Liu [aut], Zhiliang Ying [aut]
Maintainer: Xueying Tang <xueyingtang1989 at gmail.com>
BugReports: https://github.com/xytangtang/ProcData/issues
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: yes
SystemRequirements: Python (>= 2.7), Keras (>= 2.0), TensorFlow (>= 1.13)
Materials: README NEWS
CRAN checks: ProcData results

Documentation:

Reference manual: ProcData.pdf

Downloads:

Package source: ProcData_0.3.2.tar.gz
Windows binaries: r-devel: ProcData_0.3.2.zip, r-release: ProcData_0.3.2.zip, r-oldrel: ProcData_0.3.2.zip
macOS binaries: r-release (arm64): ProcData_0.3.2.tgz, r-oldrel (arm64): ProcData_0.3.2.tgz, r-release (x86_64): ProcData_0.3.2.tgz, r-oldrel (x86_64): ProcData_0.3.2.tgz
Old sources: ProcData archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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