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