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Authors and Citation

Authors

  • Johan Larsson. Author, maintainer.

  • Jonas Wallin. Author.

  • Malgorzata Bogdan. Author.

  • Ewout van den Berg. Author.

  • Chiara Sabatti. Author.

  • Emmanuel Candes. Author.

  • Evan Patterson. Author.

  • Weijie Su. Author.

  • Jakub Kała. Author.

  • Krystyna Grzesiak. Author.

  • Mathurin Massias. Author.

  • Quentin Klopfenstein. Author.

  • Michal Burdukiewicz. Author.

  • Jerome Friedman. Contributor.
    code adapted from 'glmnet'

  • Trevor Hastie. Contributor.
    code adapted from 'glmnet'

  • Rob Tibshirani. Contributor.
    code adapted from 'glmnet'

  • Balasubramanian Narasimhan. Contributor.
    code adapted from 'glmnet'

  • Noah Simon. Contributor.
    code adapted from 'glmnet'

  • Junyang Qian. Contributor.
    code adapted from 'glmnet'

Citation

Source: inst/CITATION

Larsson J, Bogdan M, Grzesiak K, Massias M, Wallin J (2025). “Efficient Solvers for SLOPE in R, Python, Julia, and C++.” doi:10.48550/arXiv.2511.02430, 2511.02430. 

@Misc{,
  title = {Efficient Solvers for {{SLOPE}} in {{R}}, {{Python}}, {{Julia}}, and {{C}}++},
  author = {Johan Larsson and Małgorzata Bogdan and Krystyna Grzesiak and Mathurin Massias and Jonas Wallin},
  number = {arXiv:2511.02430},
  year = {2025},
  month = {nov},
  eprint = {2511.02430},
  doi = {10.48550/arXiv.2511.02430},
}

Bogdan M, van den Berg E, Sabatti C, Su W, Candès E (2015). “SLOPE – Adaptive Variable Selection via Convex Optimization.” The Annals of Applied Statistics, 9(3), 1103–1140. ISSN 1932-6157, doi:10.1214/15-AOAS842. 

@Article{,
  title = {{{SLOPE}} -- Adaptive Variable Selection via Convex Optimization},
  author = {Małgorzata Bogdan and Ewout {van den Berg} and Chiara Sabatti and Weijie Su and Emmanuel J. Candès},
  journal = {The Annals of Applied Statistics},
  volume = {9},
  number = {3},
  pages = {1103--1140},
  year = {2015},
  doi = {10.1214/15-AOAS842},
  issn = {1932-6157},
}

Larsson J, Klopfenstein Q, Massias M, Wallin J (2023). “Coordinate Descent for SLOPE.” In Proceedings of the 26th International Conference on Artificial Intelligence and Statistics, volume 206 series Proceedings of Machine Learning Research, 4802–4821. 

@InProceedings{,
  title = {Coordinate Descent for {{SLOPE}}},
  author = {Johan Larsson and Quentin Klopfenstein and Mathurin Massias and Jonas Wallin},
  journal = {Proceedings of Machine Learning Research},
  volume = {206},
  pages = {4802--4821},
  publisher = {PMLR},
  series = {Proceedings of Machine Learning Research},
  booktitle = {Proceedings of the 26th International Conference on Artificial Intelligence and Statistics},
  address = {Valencia, Spain},
  year = {2023},
  month = {apr},
}