2018

• Adaptive sup-norm estimation of the wigner function in noisy quantum homodyne tomography

  Annals of statistics, vol. 46, iss. 3, pp. 1318-1351, 2018.
  By K. Lounici, K. Meziani, and G. Peyré

  [Bibtex]

  @article{Lounici20181318,
  author={Lounici, K. and Meziani, K. and Peyré, G.},
  title={Adaptive sup-norm estimation of the Wigner function in noisy quantum homodyne tomography},
  journal={Annals of Statistics},
  year={2018},
  volume={46},
  number={3},
  pages={1318-1351},
  doi={10.1214/17-AOS1586},
  url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85047471667&doi=10.1214%2f17-AOS1586&partnerID=40&md5=98e1040d722ee11518623f1d707cc629},
  publisher={Institute of Mathematical Statistics},
  }

2017

• Robust matrix completion

  Probability theory and related fields, vol. 169, iss. 1-2, pp. 523-564, 2017.
  By O. Klopp, K. Lounici, and A. B. Tsybakov

  [Bibtex]

  @article{Klopp2017523,
  author={Klopp, O. and Lounici, K. and Tsybakov, A.B.},
  title={Robust matrix completion},
  journal={Probability Theory and Related Fields},
  year={2017},
  volume={169},
  number={1-2},
  pages={523-564},
  doi={10.1007/s00440-016-0736-y},
  url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84983445835&doi=10.1007%2fs00440-016-0736-y&partnerID=40&md5=b5bdbad468f45c041d2131821770f5d5},
  publisher={Springer New York LLC},
  }

2016

• Estimation of low-rank covariance function

  Stochastic processes and their applications, vol. 126, iss. 12, pp. 3952-3967, 2016.
  By V. Koltchinskii, K. Lounici, and A. B. Tsybakov

  [Bibtex]

  @article{Koltchinskii20163952,
  author={Koltchinskii, V. and Lounici, K. and Tsybakov, A.B.},
  title={Estimation of low-rank covariance function},
  journal={Stochastic Processes and their Applications},
  year={2016},
  volume={126},
  number={12},
  pages={3952-3967},
  doi={10.1016/j.spa.2016.04.006},
  url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84969964130&doi=10.1016%2fj.spa.2016.04.006&partnerID=40&md5=1e3350a5864e8537e16742ef89b95e9d},
  publisher={Elsevier B.V.},
  }

2011

• Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion

  Annals of statistics, vol. 39, iss. 5, pp. 2302-2329, 2011.
  By V. Koltchinskii, K. Lounici, and A. B. Tsybakov

  [Bibtex]

  @article{Koltchinskii20112302,
  author={Koltchinskii, V. and Lounici, K. and Tsybakov, A.B.},
  title={Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion},
  journal={Annals of Statistics},
  year={2011},
  volume={39},
  number={5},
  pages={2302-2329},
  doi={10.1214/11-AOS894},
  url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-82655171609&doi=10.1214%2f11-AOS894&partnerID=40&md5=d196bec4fb075748b70cefb4eb5e33fc},
  }

• Pac-bayesian bounds for sparse regression estimation with exponential weights

  Electronic journal of statistics, vol. 5, pp. 127-145, 2011.
  By P. Alquier and K. Lounici

  [Bibtex]

  @article{Alquier2011127,
  author={Alquier, P. and Lounici, K.},
  title={PAC-Bayesian bounds for sparse regression estimation with exponential weights},
  journal={Electronic Journal of Statistics},
  year={2011},
  volume={5},
  pages={127-145},
  doi={10.1214/11-EJS601},
  url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-79960999147&doi=10.1214%2f11-EJS601&partnerID=40&md5=03c8fc93a6e84fb6c8346177752fc818},
  }

• Oracle inequalities and optimal inference under group sparsity

  Annals of statistics, vol. 39, iss. 4, pp. 2164-2204, 2011.
  By K. Lounici, M. Pontil, S. Van De Geer, and A. B. Tsybakov

  [Bibtex]

  @article{Lounici20112164,
  author={Lounici, K. and Pontil, M. and Van De Geer, S. and Tsybakov, A.B.},
  title={Oracle inequalities and optimal inference under group sparsity},
  journal={Annals of Statistics},
  year={2011},
  volume={39},
  number={4},
  pages={2164-2204},
  doi={10.1214/11-AOS896},
  url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84855412474&doi=10.1214%2f11-AOS896&partnerID=40&md5=7b317396150f020886542c98172397db},
  publisher={Institute of Mathematical Statistics},
  }

2008

• Sup-norm convergence rate and sign concentration property of lasso and dantzig estimators

  Electronic journal of statistics, vol. 2, pp. 90-102, 2008.
  By K. Lounici

  [Bibtex]

  @article{Lounici200890,
  author={Lounici, K.},
  title={Sup-norm convergence rate and sign concentration property of lasso and dantzig estimators},
  journal={Electronic Journal of Statistics},
  year={2008},
  volume={2},
  pages={90-102},
  doi={10.1214/08-EJS177},
  url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-56449113372&doi=10.1214%2f08-EJS177&partnerID=40&md5=6fecedcd08a549b3c7da8beb26a50b60},
  }