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