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All Publications

Displaying 13 results.
    • Speech
    When compressive learning fails: blame the decoder or the sketch?
    Schellekens, Vincent[UCL] Jacques, Laurent[UCL] (2020) iTWIST'20 — Nantes, France
    • Journal article
    Sketching Data Sets for Large-Scale Learning: Keeping only what you need
    Gribonval, Remi Chatalic, Antoine Keriven, Nicolas Schellekens, Vincent[UCL] Jacques, Laurent[UCL] Schniter, Philip (2021) IEEE Signal Processing Magazine — Vol. 38, no.5, p. 12-36 (2021)
    • Journal article
    Asymmetric Compressive Learning Guarantees With Applications to Quantized Sketches
    Schellekens, Vincent[UCL] Jacques, Laurent[UCL] (2022) IEEE Transactions on Signal Processing — Vol. 70, no.1, p. 1348-1360 (2022)
    • Journal article
    Compressive learning with privacy guarantees
    Chatalic, Antoine Schellekens, Vincent[UCL] Houssiau, Florimon de Montjoye, Yves-Alexandre Jacques, Laurent[UCL] Gribonval, Rémi (2021) Information and Inference: A Journal of the IMA — (2021)
    • Journal article
    Breaking the waves: asymmetric random periodic features for low-bitrate kernel machines
    Schellekens, Vincent[UCL] Jacques, Laurent[UCL] (2021) Information and Inference: A Journal of the IMA — (2021)
    • Speech
    Compressive Classification (Machine Learning without learning)
    Schellekens, Vincent[UCL] Jacques, Laurent[UCL] (2018) iTWIST: international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques — Marseille, France
    • Speech
    Taking the edge off quantization: projected back projection in dithered compressive sensing
    Xu, Chunlei[UCL] Schellekens, Vincent[UCL] Jacques, Laurent[UCL] (2018) IEEE Statistical Signal Processing Workshop 2018 — Freiburg, Germany
    • Journal article
    Quantized Compressive K-Means
    Schellekens, Vincent[UCL] Jacques, Laurent[UCL] (2018) IEEE Signal Processing Letters — Vol. 25, no.8, p. 1211-1215 (2018)
    • Speech
    Compressive k-Means with Differential Privacy
    Schellekens, Vincent[UCL] Chatalic, Antoine Houssiau, Florimont de Montjoye, Yves-Alexandre Jacques, Laurent[UCL] Gribonval, Rémi (2019) "Signal Processing with Adaptive Sparse Structured Representations (SPARS'19) Workshop" — Toulouse, France
    • Speech
    Differentially Private Compressive K-means
    Schellekens, Vincent[UCL] Chatalic, Antoine Houssiau, Florimond de Montjoye, Yves-Alexandre Jacques, Laurent[UCL] Gribonval, Rémi (2019) ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) — Brighton, United Kingdom
    • Speech
    Compressive Learning of Generative Networks
    Schellekens, Vincent[UCL] Jacques, Laurent[UCL] (2020) European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN) — Bruges, Belgium
    • Speech
    ROP inception: signal estimation with quadratic random sketching
    Delogne, Rémi[UCL] Schellekens, Vincent Jacques, Laurent[UCL] (2022) 30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning — Bruges, Belgium
    • Dissertation
    Extending the compressive statistical learning framework : quantization, privacy and beyond
    Schellekens, Vincent[UCL] (2021)