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# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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cff-version: 1.2.0
message: 'To cite package "FREEtree" in publications use:'
type: software
license: GPL-3.0-only
title: 'FREEtree: Tree Method for High Dimensional Longitudinal Data'
version: 0.1.0
identifiers:
- type: doi
  value: 10.32614/CRAN.package.FREEtree
abstract: A tree-based method for high dimensional longitudinal data with correlated
  features. 'FREEtree' deals with longitudinal data by using a piecewise random effect
  model. It also exploits the network structure of the features, by first clustering
  them using Weighted Gene Co-expression Network Analysis ('WGCNA'). It then conducts
  a screening step within each cluster of features and a selecting step among the
  surviving features, which provides a relatively unbiased way to do feature selection.
  By using dominant principle components as regression variables at each leaf and
  the original features as splitting variables at splitting nodes, 'FREEtree' maintains
  'interpretability' and improves computational efficiency.
authors:
- family-names: Xu
  given-names: Yuancheng
  email: xuyuancheng0@gmail.com
- family-names: Zafirov
  given-names: Athanasse
  email: zafirov@gmail.com
- family-names: Ramirez
  given-names: Christina
  email: cr@ucla.edu
- family-names: Kojis
  given-names: Dan
  email: x@xxx.edu
- family-names: Tan
  given-names: Min
  email: xx@xxx.edu
- family-names: Alvarez
  given-names: Mike
  email: rma@hss.caltech.edu
preferred-citation:
  type: article
  title: 'FREEtree: A Tree-based Approach for High Dimensional Longitudinal Data With
    Correlated Features'
  authors:
  - family-names: Xu
    given-names: Yuancheng
    email: xuyuancheng0@gmail.com
  - family-names: Zafirov
    given-names: Athanasse
    email: zafirov@gmail.com
  - family-names: Ramirez
    given-names: Christina
    email: cr@ucla.edu
  - family-names: Kojis
    given-names: Dan
    email: x@xxx.edu
  - family-names: Tan
    given-names: Min
    email: xx@xxx.edu
  journal: Working Paper
  year: '2020'
repository: https://adzafirov.r-universe.dev
commit: c4c0ad138de516d6b92fb287f559dc056fabb752
contact:
- family-names: Zafirov
  given-names: Athanasse
  email: zafirov@gmail.com