Optimization and Algorithms in Sparse Regression: Screening Rules, Coordinate Descent, and Normalization

Project: Dissertation

Search results

  • 2024

    Optimization and Algorithms in Sparse Regression: Screening Rules, Coordinate Descent, and Normalization

    Larsson, J., 2024 May 20, Lund, Sweden: Department of Statistics, Lund university. 277 p.

    Research output: ThesisDoctoral Thesis (compilation)

    Open Access
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    84 Downloads (Pure)
  • The Lasso and Ridge Regression Yield Biased Estimates of Imbalanced Binary Features

    Larsson, J. & Wallin, J., 2024, (Unpublished) 27 p.

    Research output: Other contributionMiscellaneousResearch

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    35 Downloads (Pure)
  • 2023

    Coordinate Descent for SLOPE

    Larsson, J., Klopfenstein, Q., Massias, M. & Wallin, J., 2023, Proceedings of the 26th international conference on artificial intelligence and statistics. Ruiz, F., Dy, J. & van de Meent, J-W. (eds.). Vol. 206. p. 4802-4821 20 p. (Proceedings of Machine Learning Research).

    Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

  • 2022

    Benchopt: Reproducible, efficient and collaborative optimization benchmarks

    Moreau, T., Massias, M., Gramfort, A., Ablin, P., Bannier, P. A., Charlier, B., Dagréou, M., la Tour, T. D., Durif, G., Dantas, C. F., Klopfenstein, Q., Larsson, J., Lai, E., Lefort, T., Malézieux, B., Moufad, B., Nguyen, B. T., Rakotomamonjy, A., Ramzi, Z., Salmon, J., & 1 othersVaiter, S., 2022 Dec 6, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Curran Associates, Inc, p. 25404-25421 (Advances in Neural Information Processing Systems; vol. 35).

    Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

  • The Hessian Screening Rule

    Larsson, J. & Wallin, J., 2022 Dec 6, Advances in Neural Information Processing Systems. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Curran Associates, Inc, Vol. 35. p. 25404-25421 (Advances in Neural Information Processing Systems; vol. 35).

    Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

  • 2021

    Look-Ahead Screening Rules for the Lasso

    Larsson, J., 2021 Sept 6, 22nd European young statisticians meeting - proceedings. Makridis, A., Milienos, F. S., Papastamoulis, P., Parpoula, C. & Rakitzis, A. (eds.). Panteion University of Social and Political Sciences, p. 61-65 5 p.

    Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

    Open Access
    File
    2 Downloads (Pure)
  • 2020

    The Strong Screening Rule For SLOPE

    Larsson, J., Bogdan, M. & Wallin, J., 2020 Dec, In: Advances in Neural Information Processing Systems. p. 1-12 12 p.

    Research output: Contribution to journalArticlepeer-review

    Open Access