Audio signal processing Speech enhancement Nummelin splitting technique Nonnegative Matrix Factorization Sinusoidal modeling Extremal index Multivariate extremes Survey sampling Wiener filtering Source separation Long range dependence Alpha-divergence Aggregation Artificial intelligence Estimation Optimization Hermite processes Inverse problem NTF Affective computing Online learning Phase reconstruction ROC curve Machine learning Supervised learning Apprentissage automatique Room impulse response Mixture models Empirical risk minimization Informed source separation Dynamical systems Acoustic scene classification Dimensionality reduction Natural language processing Data augmentation Classification ROC optimization Deep learning Détection d'anomalies Character recognition Apprentissage statistique Feature learning Semiparametric estimation NMF Functional data analysis Polyphonic music EM algorithm Clustering Wavelet analysis Consistency Statistical learning Self-supervised learning Convex optimization Ranking Electroencephalography EEG Signal processing Room acoustics Bipartite ranking Optimal transport Bootstrap Time-frequency analysis Optimisation Handwriting recognition Non-negative matrix factorization Big data Representation learning Training Nonnegative matrix factorisation Deep Learning Artificial Intelligence Kernel methods Reverberation Music information retrieval Auditory attention decoding Blind source separation Structured prediction Spectral analysis Stochastic approximation Hill estimator Explainability Audio source separation Kernel smoothing EEG Machine Learning Nonnegative matrix factorization Boosting Magnetoencephalography MEG Variational inference Empirical processes Anomaly detection Handwriting Audio Task analysis Coordinate descent Statistical learning theory Feature extraction Apprentissage profond Feature selection Fillers ESPRIT