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Equipe Signal, Statistique et Apprentissage collection
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Latest publications
Aditya Arie Nugraha, Kouhei Sekiguchi, Mathieu Fontaine, Yoshiaki Bando, Kazuyoshi Yoshii. Flow-Based Fast Multichannel Nonnegative Matrix Factorization for Blind Source Separation. 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2022), May 2022, Singapore, Singapore. ⟨hal-03637425⟩
Amaury Durand. Functional time series modeling and application to representation and analysis of multi-site electric load curves for energy management. Electric power. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT018⟩. ⟨tel-03662412⟩
Guillaume Staerman. Functional anomaly detection and robust estimation. Machine Learning [stat.ML]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT021⟩. ⟨tel-03650864⟩
Pascal Bianchi, Walid Hachem, Sholom Schechtman. Convergence of constant step stochastic gradient descent for non-smooth non-convex functions. Set-Valued and Variational Analysis, Springer, 2022. ⟨hal-02564349v3⟩
Morgane Goibert, Stéphan Clémençon, Ekhine Irurozki, Pavlo Mozharovskyi. Statistical Depth Functions for Ranking Distributions: Definitions, Statistical Learning and Applications. 25th International Conference on Artificial Intelligence and Statistics AISTATS 2022, Mar 2022, Valence, Spain. ⟨hal-03537148⟩
Amaury Durand, François Roueff, Jean-Marc Jicquel, Nicolas Paul. New penalized criteria for smooth non-negative tensor factorization with missing entries. 2022. ⟨hal-03615137⟩
Javier Nistal Hurlé. Exploring generative adversarial networks for controllable musical audio synthesis. Sound [cs.SD]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT009⟩. ⟨tel-03640610⟩
Jean-Dominique Polack, Aidan Meacham, Roland Badeau, Jean-Christophe Valière. Riemannian space tessellation with polyhedral room images. 2022. ⟨hal-03598258⟩
Tanvi Dinkar. Computational models of disfluencies : fillers and discourse markers in spoken language understanding. Computer science. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT001⟩. ⟨tel-03653211⟩
Laure Prétet. Metric learning for video to music recommendation. Multimedia [cs.MM]. Institut Polytechnique de Paris, 2022. English. ⟨NNT : 2022IPPAT005⟩. ⟨tel-03638477⟩
Guillaume Ausset, Stéphan Clémençon, François Portier. Empirical Risk Minimization under Random Censorship. Journal of Machine Learning Research, Microtome Publishing, 2022. ⟨hal-03559365⟩
Thomas Pethick, Panagiotis Patrinos, Olivier Fercoq, Volkan Cevherå, Puya Latafat. Escaping limit cycles: Global convergence for constrained nonconvex-nonconcave minimax problems. International Conference on Learning Representations, 2022, online, France. ⟨hal-03602455⟩
Mathieu Fontaine, Kouhei Sekiguchi, Aditya Nugraha, Yoshiaki Bando, Kazuyoshi Yoshii. Generalized Fast Multichannel Nonnegative Matrix Factorization Based on Gaussian Scale Mixtures for Blind Source Separation. IEEE/ACM Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2022, pp.1-1. ⟨10.1109/TASLP.2022.3172631⟩. ⟨hal-03657196⟩
Karim Magdi Abdelfattah Ibrahim. Personalized audio auto-tagging as proxy for contextual music recommendation. Multimedia [cs.MM]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT039⟩. ⟨tel-03633097⟩
Giorgia Cantisani. Neuro-steered music source separation. Signal and Image Processing. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT038⟩. ⟨tel-03511225⟩
Kilian Schulze-Forster. Informed Audio Source Separation with Deep Learning in Limited Data Settings. Signal and Image processing. Institut Polytechnique de Paris, 2021. English. ⟨tel-03494790⟩
Kilian Schulze-Forster. Informed audio source separation with deep learning in limited data settings. Signal and Image Processing. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT032⟩. ⟨tel-03511031⟩
Anas Barakat. Contributions to non-convex stochastic optimization and reinforcement learning. Machine Learning [stat.ML]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT030⟩. ⟨tel-03485159⟩
Nidham Gazagnadou. Expected smoothness for stochastic variance-reduced methods and sketch-and-project methods for structured linear systems. Optimization and Control [math.OC]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT035⟩. ⟨tel-03590678⟩
Guillaume Ausset. Machine learning approaches for the prediction of credit risk. Machine Learning [stat.ML]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT034⟩. ⟨tel-03582658⟩
Melih Barsbey, Milad Sefidgaran, Murat Erdogdu, Gael Richard, Umut Şimşekli. Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks. 35th Conference on Neural Information Processing Systems (NeurIPS), Dec 2021, Online, United States. ⟨hal-03413484⟩
Pascal Bianchi, Walid Hachem, Sholom Schechtman. Stochastic Subgradient Descent Escapes Active Strict Saddles. 2021. ⟨hal-03442137⟩
Kimia Nadjahi. Sliced-Wasserstein distance for large-scale machine learning : theory, methodology and extensions. Signal and Image processing. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT050⟩. ⟨tel-03533097⟩
Andrea Vaglio. Leveraging lyrics from audio for MIR. Signal and Image processing. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT027⟩. ⟨tel-03558515⟩
Ondřej Cífka. Deep learning methods for music style transfer. Artificial Intelligence [cs.AI]. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT029⟩. ⟨tel-03499991⟩
Pierre Colombo. Apprendre à représenter et à générer du texte en utilisant des mesures d'information. Document and Text Processing. Institut Polytechnique de Paris, 2021. English. ⟨NNT : 2021IPPAT033⟩. ⟨tel-03471220⟩
Tanvi Dinkar, Beatrice Biancardi, Chloé Clavel. From local hesitations to global impressions of the listener. 4th International Conference on Natural Language and Speech Processing, Nov 2021, Virtual Conference, Italy. ⟨hal-03577262⟩
Javier Nistal Hurlé, Stefan Lattner, Gael Richard. DARKGAN: EXPLOITING KNOWLEDGE DISTILLATION FOR COMPREHENSIBLE AUDIO SYNTHESIS WITH GANS. International Society for Music Information Retrieval, Nov 2021, Virtual, France. ⟨hal-03349492⟩
Andrea Vaglio, Romain Hennequin, Manuel Moussallam, Gael Richard. THE WORDS REMAIN THE SAME: COVER DETECTION WITH LYRICS TRANSCRIPTION. 22nd International Society for Music Information Retrieval Conference ISMIR 2021, Nov 2021, Online, India. ⟨hal-03356164⟩
Christof Weiss, Geoffroy Peeters. Training Deep Pitch-Class Representations With a Multi-Label CTC Loss. International Society for Music Information Retrieval Conference (ISMIR), Nov 2021, Virtual Event, France. ⟨hal-03349734⟩
