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