Robust Statistics for High-dimensional Data

  • Ollila, Esa (Principal investigator)
  • Raninen, Elias (Project Member)
  • Basiri, Shahab (Project Member)
  • Tabassum, Muhammad Naveed (Project Member)
  • Mian, Ammar (Project Member)
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Conference contribution

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  • 2020

    A comparative study of supervised learning algorithms for symmetric positive definite features

    Mian, A., Raninen, E. & Ollila, E., 2020, 28th European Signal Processing Conference, EUSIPCO 2020 - Proceedings. EURASIP, p. 950-954 5 p. 9287531. (European Signal Processing Conference).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
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    59 Downloads (Pure)
  • Blind source separation of graph signals

    Miettinen, J., Vorobyov, S. A. & Ollila, E., May 2020, 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings. IEEE, p. 5645-5649 5 p. 9054575. (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    3 Citations (Scopus)
  • 2019

    Robust Least Mean Squares Estimation of Graph Signals

    Miettinen, J., Vorobyov, S. & Ollila, E., 1 May 2019, 44th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019; Brighton; United Kingdom; 12-17 May 2019 : Proceedings. IEEE, p. 5416-5420 5 p. 8683193. (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
    File
    2 Citations (Scopus)
    61 Downloads (Pure)
  • Spectral Shrinkage of Tyler's M-Estimator of Covariance Matrix

    Breloy, A., Ollila, E. & Pascal, F., 1 Dec 2019, 2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2019 - Proceedings. IEEE, p. 535-538 4 p. 9022652

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
    File
    51 Downloads (Pure)
  • 2018

    Compressive Regularized Discriminant Analysis of High-Dimensional Data with Applications to Microarray Studies

    Tabassum, M. N. & Ollila, E., 10 Sep 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. IEEE, Vol. 2018-April. p. 4204-4208 5 p. 8462328. (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    2 Citations (Scopus)
  • Graph Error Effect in Graph Signal Processing

    Miettinen, J., Vorobyov, S. A. & Ollila, E., 2018, 2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP). IEEE, p. 4164-4168 5 p. (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

  • Optimal Pooling of Covariance Matrix Estimates Across Multiple Classes

    Raninen, E. & Ollila, E., 10 Sep 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. IEEE, Vol. 2018-April. p. 4224-4228 5 p. 8461327. (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
    File
    1 Citation (Scopus)
    180 Downloads (Pure)
  • Simultaneous signal subspace rank and model selection with an application to single-snapshot source localization

    Tabassum, M. N. & Ollila, E., 29 Nov 2018, 2018 26th European Signal Processing Conference, EUSIPCO 2018. IEEE, Vol. 2018-September. p. 1592-1596 5 p. 8553171. (European Signal Processing Conference).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access