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

Johan Larsson

Forskningsoutput: AvhandlingDoktorsavhandling (sammanläggning)

765 Nedladdningar (Pure)

Sökresultat

  • 2024

    The Lasso and Ridge Regression Yield Biased Estimates of Imbalanced Binary Features

    Larsson, J. & Wallin, J., 2024, (Unpublished) 27 s.

    Forskningsoutput: Övriga bidragÖvrigtForskning

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    174 Nedladdningar (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. (red.). Vol. 206. s. 4802-4821 20 s. (Proceedings of Machine Learning Research).

    Forskningsoutput: Kapitel i bok/rapport/Conference proceedingKonferenspaper i 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 andra, Vaiter, 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. (red.). Curran Associates, Inc, s. 25404-25421 (Advances in Neural Information Processing Systems; vol. 35).

    Forskningsoutput: Kapitel i bok/rapport/Conference proceedingKonferenspaper i 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. (red.). Curran Associates, Inc, Vol. 35. s. 25404-25421 (Advances in Neural Information Processing Systems; vol. 35).

    Forskningsoutput: Kapitel i bok/rapport/Conference proceedingKonferenspaper i proceedingPeer review

  • 2021

    Look-Ahead Screening Rules for the Lasso

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

    Forskningsoutput: Kapitel i bok/rapport/Conference proceedingKonferenspaper i proceedingPeer review

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    42 Nedladdningar (Pure)
  • 2020

    The Strong Screening Rule For SLOPE

    Larsson, J., Bogdan, M. & Wallin, J., 2020 dec., I: Advances in Neural Information Processing Systems. s. 1-12 12 s.

    Forskningsoutput: TidskriftsbidragArtikel i vetenskaplig tidskriftPeer review

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