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