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