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