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