Preprints[I1] A. Ang, V. Leplat, N. Gillis, “Fast algorithm for complex-NMF with application to source separation”, February 2021. [paper] [Matlab available after paper acceptance] [I2] O. V. Thanh, A. Ang, N. Gillis, L.T.K. Hien “Inertial Majorization-Minimization Algorithm for Minimum-Volume NMF”, February 2021. [paper] [Matlab] Journal Papers[J5] A.M.S. Ang, J.E. Cohen, N. Gillis, L.T.K. Hien, “Accelerating Block Coordinate Descent for Nonnegative Tensor Factorization”, Numerical Linear Algebra with Applications, 2021 [arXiv] [Matlab cleaning the code, to be release] [J4] V. Leplat, N. Gillis and A.M.S. Ang, ‘‘Blind Audio Source Separation with Minimum-Volume Beta-Divergence NMF“, IEEE Transaction on Signal Processing 68, pp. 3400-3410, 2020. [DOI] [arXiv] [Matlab] [video] [J3] A.M.S. Ang and N. Gillis, ‘‘Algorithms and Comparisons of Non-negative Matrix Factorization with Volume Regularization for Hyperspectral Unmixing“, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 12 (12), pp. 4843-4853, 2019. [DOI] [arXiv] [Matlab] [J2] A.M.S. Ang and N. Gillis, ‘‘Accelerating Nonnegative Matrix Factorization Algorithms using Extrapolation“, Neural Computation 31 (2), pp. 417-439, 2019. [DOI] [arXiv] [Matlab] [Slide] [Old slide1] [Old slide2 for IMSP2018] [J1] J.F. Wu, A.M.S. Ang, Z.G. Zhang, K.M. Tsui, H.C. Wu, Y.S. Hung, S.C. Chan, ‘‘Efficient Implementation and Design of A New Single-Channel Electrooculography-based Human-Machine Interface System“ ,IEEE TCAS II 62(2), 2015. [DOI] [pdf] Conference papers / Proceedings[C9] A.M.S. Ang, N. Gillis, A. Vandaele, H. De Sterck, “Nonnegative Unimodal Matrix Factorization”, ICASSP21 [paper] [Matlab cleaning the code, to be release] [C8]
A.M.S. Ang, J.E. Cohen, L.T.K. Hien and N. Gillis,
‘‘Extrapolated Alternating Algorithms for Approximate Canonical Polyadic Decomposition“, ICASSP 2020, May 4-8, 2020.
[DOI]
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[ICASSP2020 presentation video]
[slide] [C7] Valentin Leplat, Nicolas Gillis, Xavier Siebert, Andersen M.S. Ang, ‘‘Séparation aveugle de sources sonores par factorization en matrices positives avec pénalité sur le volume du dictionnaire“, GRETSI 2019, Aug. 26-29, 2019, Lille, France. [pdf] [C6] A. Ang, J.E. Cohen, N. Gillis, ‘‘Accelerating Approximate Nonnegative Canonical Polyadic Decomposition using Extrapolation“, GRETSI 2019, Aug. 26-29, 2019, Lille, France. [pdf] [HAL] [Matlab] [C5] V. Leplat, A.M.S. Ang, N. Gillis, ‘‘Minimum-Volume Rank-Deficient Nonnegative Matrix Factorizations“, ICASSP 2019, May 12-17, 2019, Brighton, UK. [DOI] [pdf] [Matlab] [C4] A.M.S. Ang and N. Gillis, ‘‘Volume regularized Non-negative Matrix Factorizations“, IEEE WHISPERS 2018, Sep. 23-26, 2018, Amsterdam, Netherlands. [DOI] [pdf] [Short slide] [Long slide] [C3] C.U. Lei, Y.C.A. Yeung, T.T.O. Kwok, R. Lau and A. Ang, ‘‘Leveraging videos and forums for small-class learning experience in a MOOC environment“, IEEE TALE 2016, Dec. 7-9, 2016, Bangkok, Thailand. [DOI] [pdf] [C2] A.M.S. Ang, Y.S. Hung, Z. Zhang, ‘‘A Non-negative Tensor Factorization Approach to Feature Extraction for Image Analysis“, IEEE DSP 2016, Oct. 16-18, 2016, Beijing, China. [DOI] [pdf] [C1] A.M.S. Ang, Z.G. Zhang, Y.S. Hung and J.N.F. Mak, ‘‘A User-friendly Wearable Single-channel EOG-based Human-Computer Interface for Cursor Control“, IEEE/EMBS NER2015, Apr. 22-24, 2015, Montpellier, France. [DOI] [pdf] ThesisPh.D (Doctorat en sciences de lingénieur et technologie) M.Phil (Biomedical Engineering) B.Eng (Electronic and Communication Engineering) Other stuffsLog-determinant constrained Non-negative Matrix Factorization A Low-rank regularized Non-negative Matrix Factorization Model |