Package: sphereML
Type: Package
Title: Analyzing Students' Performance Dataset in Physics Education
        Research (SPHERE) using Machine Learning (ML)
Version: 0.1.0
Authors@R: c(
    person("Purwoko Haryadi", "Santoso", email = "purwokoharyadisantoso@unsulbar.ac.id", role = c("aut", "cre"), comment = c(ORCID = "<0000-0002-7093-5309>")),
    person("Edi", "Istiyono", role = "ctb"),
    person("Haryanto", "Haryanto", role = "ctb"))
Maintainer: Purwoko Haryadi Santoso
 <purwokoharyadisantoso@unsulbar.ac.id>
Description: A shiny R package facilitating ML based analysis for
        physics education research (PER) purposes. The data has been
        made available in the CRAN repository through the spheredata
        package. SPHERE stands for Students' Performance in Physics
        Education Research (PER). The students are the eleventh graders
        learning physics at high school curriculum. We follow the
        stream of multidimensional students' assessment as probed by
        some research based assessments (RBAs) in PER. The goal is to
        predict the students' performance at the end of the learning
        process. Three learning domains are measured including
        conceptual understanding, scientific ability, and scientific
        attitude. Furthermore, demographic backgrounds and potential
        variables influencing students' performance on physics are also
        demonstrated. We provide teachers' judgment data as our
        baseline to compare the predictive results of students'
        performance between machine learning (ML) based analysis and
        teacher (human) based judgment. Click on the Tab below to
        explore the detail of each data further.
BugReports: https://github.com/santosoph/sphereML/issues
URL: https://github.com/santosoph/sphereML
License: MIT + file LICENSE
Imports: shiny, shinydashboard, spheredata, lavaan, semPlot, CTT, mirt,
        shinycssloaders, FSelectorRcpp, randomForest, caret, caTools,
        pROC, GA, psych, readxl
Encoding: UTF-8
RoxygenNote: 7.3.2
Config/pak/sysreqs: cmake libglpk-dev make libicu-dev libjpeg-dev
        libpng-dev libuv1-dev libxml2-dev libx11-dev zlib1g-dev
Repository: https://santosoph.r-universe.dev
Date/Publication: 2024-11-20 16:17:16 UTC
RemoteUrl: https://github.com/santosoph/sphereml
RemoteRef: HEAD
RemoteSha: 24c951b25bfbe70b68384baea9efab0f7115bab8
NeedsCompilation: no
Packaged: 2026-07-18 09:02:21 UTC; root
Author: Purwoko Haryadi Santoso [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-7093-5309>),
  Edi Istiyono [ctb],
  Haryanto Haryanto [ctb]