Publications

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2021). Random projection streams for (weighted) nonnegative matrix factorization. ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Olivier Vu Thanh, Matthieu Puigt, Farouk Yahaya, Gilles Delmaire, Gilles Roussel (2021). In situ calibration of cross-sensitive sensors in mobile sensor arrays using fast informed non-negative matrix factorization. IEEE ICASSP 2021.

Matthieu Puigt, Farouk Yahaya, Gilles Delmaire, Gilles Roussel, others (2021). In situ calibration of cross-sensitive sensors in mobile sensor arrays using fast informed non-negative matrix factorization. ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Farouk Yahaya, Matthieu Puigt, Olivier Vu Thanh, Gilles Delmaire, Gilles Roussel (2021). Fast informed nonnegative matrix factorization for mobile sensor calibration. GdR ISIS, journée" Statistical learning with missing values".

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2020). Gaussian Compression Stream: Principle and Preliminary Results. arXiv preprint arXiv:2011.05390.

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2019). Non-Negative Matrix Factorization with Missing Entries: A Random Projection Based Approach. Journée des jeunes chercheurs en Traitement du signal et de l’image 2019 GRAISyHM TSI 2019.

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2019). NMF for Big Data with Missing Entries: A Random Projection Based Approach. 6ème Journée Régionale des Doctorants en Automatique et Traitement du Signal (JRDA).

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2019). How to apply random projections to nonnegative matrix factorization with missing entries?. 2019 27th European Signal Processing Conference (EUSIPCO).

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2019). Fast & furious: accelerating weighted NMF using random projections. Workshop on Low-Rank Models and Applications (LRMA).

Matthieu Puigt, Clément Dorffer, Farouk Yahaya, Gilles Delmaire, Gilles Roussel (2019). Cartographie et étalonnage de capteurs conjoints par traitement des données issues de capteurs mobiles. Colloque National Capteurs et Sciences Participatives.

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2019). Accélération de la factorisation pondérée en matrices non-négatives par projections aléatoires. GRETSI.

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2018). Faster-than-fast NMF using random projections and Nesterov iterations. arXiv preprint arXiv:1812.04315.

Farouk Yahaya, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2018). Do random projections fasten an already fast NMF technique using Nesterov optimal gradient?. 5ème Journée Régionale des Doctorants en Automatique et Traitement du Signal (JRDA).

Farouk Yahaya, Clément Dorffer, Matthieu Puigt, Gilles Delmaire, Gilles Roussel (2018). Calibration en ligne d’un réseau de capteurs mobiles par factorisation matricielle. Individual Air Pollution Sensors: Innovation or Revolution?.

Farouk Yahaya (2017). Towards an Optimized Mathematical Form of an Edge Detector. European Journal of Information Science and Technology Vol.

Farouk Yahaya (2017). Edge finding in magnetic resonance imaging applications: the calculation of the first order derivative of two dimensional images. International Journal of Applied Pattern Recognition.

Carlo Ciulla, Farouk Yahaya, Edmund Adomako, Ustijana Rechkoska Shikoska, Grace Agyapong, Dimitar Veljanovski, Filip A Risteski (2016). A novel approach to T2-weighted MRI filtering: the classic-curvature and the signal resilient to interpolation filter masks. International Journal of Information Engineering and Electronic Business.

Ciulla Carlo, Filip A. Risteski, Dimitar Veljanovski, Ustijana Shikoska Rechkoska, Edmund Adomako, Farouk Yahaya (2015). A compilation on the contribution of the classic-curvature and the intensity-curvature functional to the study of healthy and pathological MRI of the human brain. Int. J. Applied Pattern Recognition, Vol. 2, No. 3, 2015 213.