Blind audio source separation with minimum-volume beta-divergence NMF V Leplat, N Gillis, AMS Ang IEEE Transactions on Signal Processing 68, 3400-3410, 2020 | 73 | 2020 |
Minimum-volume rank-deficient nonnegative matrix factorizations V Leplat, AMS Ang, N Gillis ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 45 | 2019 |
Multi-resolution beta-divergence NMF for blind spectral unmixing V Leplat, N Gillis, C Févotte Signal Processing 193, 108428, 2022 | 17 | 2022 |
Distributionally robust and multi-objective nonnegative matrix factorization N Gillis, V Leplat, VYF Tan IEEE transactions on pattern analysis and machine intelligence 44 (8), 4052-4064, 2021 | 16 | 2021 |
Multiplicative Updates for NMF with -Divergences under Disjoint Equality Constraints V Leplat, N Gillis, J Idier SIAM Journal on Matrix Analysis and Applications 42 (2), 730-752, 2021 | 12 | 2021 |
Conic optimization-based algorithms for nonnegative matrix factorization V Leplat, Y Nesterov, N Gillis, F Glineur Optimization Methods and Software 38 (4), 837-859, 2023 | 3* | 2023 |
NAG-GS: Semi-implicit, accelerated and robust stochastic optimizer V Leplat, D Merkulov, A Katrutsa, D Bershatsky, O Tsymboi, I Oseledets arXiv preprint arXiv:2209.14937, 2022 | 3 | 2022 |
Nonnegative Block-Term Decomposition with the β-Divergence: Joint Data Fusion and Blind Spectral Unmixing C Prévost, V Leplat ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 2 | 2023 |
Direct Exoplanet Detection Using L1 Norm Low-Rank Approximation H Daglayan Sevim, S Vary, V Leplat, N Gillis, PA Absil Proceedings of BNAIC/BeNeLearn 2023, 1, 2023 | 1* | 2023 |
Fast algorithm for complex-NMF with application to source separation VLNG A. Ang 2021 29th European Signal Processing Conference (EUSIPCO), pp. 2084-2088, 2021 | 1 | 2021 |
Séparation aveugle de sources sonores par factorization en matrices positives avec pénalité sur le volume du dictionnaire V Leplat, N Gillis, X Siebert, AMS Ang XXVIIeme Colloque francophone de traitement du signal et des images. GRETSI 2019, 2019 | 1 | 2019 |
Efficient Algorithms for Regularized Nonnegative Scale-invariant Low-rank Approximation Models JE Cohen, V Leplat arXiv preprint arXiv:2403.18517, 2024 | | 2024 |
Block Majorization Minimization with Extrapolation and Application to -NMF LTK Hien, V Leplat, N Gillis arXiv preprint arXiv:2401.06646, 2024 | | 2024 |
DATA FUSION AND UNMIXING WITH THE REGULARIZED NON-NEGATIVE BLOCK-TERM DECOMPOSITION: JOINT PROBLEMS, BLIND APPROACH AND AUTOMATIC MODEL ORDER SELECTION C Prévost, V Leplat | | 2023 |
Deep Nonnegative Matrix Factorization with Beta Divergences V Leplat, LTK Hien, A Onwunta, N Gillis arXiv preprint arXiv:2309.08249, 2023 | | 2023 |
Super-résolution hyperspectrale et démélange conjoints: approche tensorielle sous contraintes de positivité et semi-aveugle basée sur la β-divergence C Prévost, V Leplat GRETSI 2023 XXIXème Colloque Francophone de Traitement du Signal et des Images, 2023 | | 2023 |
Inexact higher-order proximal algorithms for tensor factorization V Leplat, AH Phan, A Ang 2023 IEEE Statistical Signal Processing Workshop (SSP), 547-551, 2023 | | 2023 |
Nonnegative tucker decomposition with beta-divergence for music structure analysis of audio signals A Marmoret, F Voorwinden, V Leplat, JE Cohen, F Bimbot arXiv preprint arXiv:2110.14434, 2021 | | 2021 |
Etude numérique d’échangeurs de chaleur surfaciques à ailettes pour un turboréacteur MJLF V.Leplat Revue Scientifique des Ingénieurs Industriels, 2013 | | 2013 |
Direct Exoplanet Detection Using L1 Norm Low-Rank Approximation H Daglayan, S Vary, V Leplat, N Gillis, PA Absil | | |