# --------------------------------------------
# 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 "abess" in publications use:'
type: software
license: GPL-3.0-or-later
title: 'abess: Fast Best Subset Selection'
version: 0.4.9
doi: 10.1073/pnas.2014241117
identifiers:
- type: doi
  value: 10.32614/CRAN.package.abess
- type: url
  value: https://abess.readthedocs.io
abstract: Extremely efficient toolkit for solving the best subset selection problem
  <https://www.jmlr.org/papers/v23/21-1060.html>. This package is its R interface.
  The package implements and generalizes algorithms designed in <https://doi.org/10.1073/pnas.2014241117>
  that exploits a novel sequencing-and-splicing technique to guarantee exact support
  recovery and globally optimal solution in polynomial times for linear model. It
  also supports best subset selection for logistic regression, Poisson regression,
  Cox proportional hazard model, Gamma regression, multiple-response regression, multinomial
  logistic regression, ordinal regression, (sequential) principal component analysis,
  and robust principal component analysis. The other valuable features such as the
  best subset of group selection <https://doi.org/10.1287/ijoc.2022.1241> and sure
  independence screening <https://doi.org/10.1111/j.1467-9868.2008.00674.x> are also
  provided.
authors:
- family-names: Zhu
  given-names: Jin
  email: zhuj37@mail2.sysu.edu.cn
  orcid: https://orcid.org/0000-0001-8550-5822
- family-names: Wang
  given-names: Zezhi
  email: homura@mail.ustc.edu.cn
- family-names: Hu
  given-names: Liyuan
  email: huly5@mail2.sysu.edu.cn
- family-names: Huang
  given-names: Junhao
  email: huangjh256@mail2.sysu.edu.cn
- family-names: Jiang
  given-names: Kangkang
  email: jiangkk3@mail2.sysu.edu.cn
- family-names: Zhang
  given-names: Yanhang
  email: zhangyh98@ruc.edu.cn
- family-names: Tang
  given-names: Borui
  email: tangborui@mail.ustc.edu.cn
- family-names: Lin
  given-names: Shiyun
  email: shiyunlin@stu.pku.edu.cn
- family-names: Zhu
  given-names: Junxian
  email: adaizjx@163.com
- family-names: Wen
  given-names: Canhong
  email: wencanhong@gmail.com
- family-names: Zhang
  given-names: Heping
  email: heping.zhang@yale.edu
  orcid: https://orcid.org/0000-0002-0688-4076
- family-names: Wang
  given-names: Xueqin
  email: wangxq20@ustc.edu.cn
  orcid: https://orcid.org/0000-0001-5205-9950
preferred-citation:
  type: article
  title: A polynomial algorithm for best-subset selection problem
  authors:
  - family-names: Zhu
    given-names: Junxian
    email: adaizjx@163.com
  - family-names: Wen
    given-names: Canhong
    email: wencanhong@gmail.com
  - family-names: Zhu
    given-names: Jin
    email: zhuj37@mail2.sysu.edu.cn
    orcid: https://orcid.org/0000-0001-8550-5822
  - family-names: Zhang
    given-names: Heping
    email: heping.zhang@yale.edu
    orcid: https://orcid.org/0000-0002-0688-4076
  - family-names: Wang
    given-names: Xueqin
    email: wangxq20@ustc.edu.cn
    orcid: https://orcid.org/0000-0001-5205-9950
  journal: Proceedings of the National Academy of Sciences
  year: '2020'
  volume: '117'
  issue: '52'
  doi: 10.1073/pnas.2014241117
  start: '33117'
  end: '33123'
repository: https://mamba413.r-universe.dev
repository-code: https://github.com/abess-team/abess
commit: 5070b6062c93e805d6c6941b809bb55015156dd8
url: https://abess-team.github.io/abess/
date-released: '2024-09-09'
contact:
- family-names: Zhu
  given-names: Jin
  email: zhuj37@mail2.sysu.edu.cn
  orcid: https://orcid.org/0000-0001-8550-5822
references:
- type: article
  title: 'abess: A Fast Best Subset Selection Library in Python and R'
  authors:
  - family-names: Zhu
    given-names: Jin
  - family-names: Wang
    given-names: Xueqin
  - family-names: Hu
    given-names: Liyuan
  - family-names: Huang
    given-names: Junhao
  - family-names: Jiang
    given-names: Kangkang
  - family-names: Zhang
    given-names: Yanhang
  - family-names: Lin
    given-names: Shiyun
  - family-names: Zhu
    given-names: Junxian
  journal: Journal of Machine Learning Research
  year: '2022'
  volume: '23'
  issue: '202'
  url: https://www.jmlr.org/papers/v23/21-1060.html
  start: '1'
  end: '7'
- type: article
  title: A Splicing Approach to Best Subset of Groups Selection
  authors:
  - family-names: Zhang
    given-names: Yanhang
  - family-names: Zhu
    given-names: Junxian
  - family-names: Zhu
    given-names: Jin
  - family-names: Wang
    given-names: Xueqin
  journal: INFORMS Journal on Computing
  year: '2023'
  volume: '35'
  issue: '1'
  doi: 10.1287/ijoc.2022.1241
  start: '104'
  end: '119'