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