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