1. Refresh this page if needed PreprintExtrapolated Alternating Algorithms for Approximate Canonical Polyadic Decomposition[Conference preprint] [MATLAB : available after paper acceptance] Blind Audio Source Separation with MinimumVolume BetaDivergence NMFWhat : journal version of C7 with theorem on identifiability [Preprint under review] [MATLAB] Journal PapersJ3. Algorithms and Comparisons of Nonnegative Matrix Factorization with Volume Regularization for Hyperspectral UnmixingWhat : journal version of C4, with assymetric nonseparability and nuclear norm regularisation J2. Accelerating Nonnegative Matrix Factorization Algorithms using ExtrapolationWhat : solve NMF using extrapolation – update \(W^* = W_n + \beta(W_n  W)\) where \(W_n\) and \(W\) are the previous two iterates and \(\beta \in [0,1]\) (similarly for \(H\)). Conference papersC7. Séparation aveugle de sources sonores par factorization en matrices positives avec pénalité sur le volume du dictionnaireWhat : blind audio source separation via logdetvolume regularized \(\beta\)NMF [GRETSI2019 conference preprint IN FRENCH] C6. Accelerating Nonnegative Tensor Factorization Algorithms using ExtrapolationWhat : extension of J2 to tensor [GRETSI2019 conference preprint] [HAL archive] [MATLAB] C5. MinimumVolume Rankdeficient Nonnegative Matrix FactorizationsWhat : empirical findings that volume regularised NMF also works for rank deficient case, first study on relaxing the full rank assumption on factor matrix in minimum volume NMF [IEEE ICASSP 2019 conference preprint][MATLAB] C4. Volume regularized Nonnegative Matrix FactorisationsWhat : an iteratively reweighed least square formulation for minimising logdeterminant regularized NMF Other stuffs : presentations / posters2017.08.28 Logdeterminant constrained Nonnegative Matrix Factorization 2017.05.19 A Lowrank regularized Nonnegative Matrix Factorization Model Old works before 2017.02C3. Leveraging videos and forums for smallclass learning experience in a MOOC environment [link] C2. A Nonnegative Tensor Factorization Approach to Feature Extraction for Image Analysis [link] C1. A Userfriendly Wearable Singlechannel EOGbased HumanComputer Interface for Cursor Control [link] J1. Efficient Implementation and Design of A New SingleChannel Electrooculographybased HumanMachine Interface System [link] See “Old things”. Work in progress
