Publications

Journal articles

[1] José Henrique de Morais Goulart, Pedro Marinho Ramos de Oliveira, Rodrigo Cabral Farias, Vicente Zarzoso and Pierre Comon. Alternating group lasso for block-term tensor decomposition with application to ECG source separation. IEEE Transactions on Signal Processing, 68(1):2682--2696, Dec 2020. [ http | .pdf ]

[2] José Henrique de Morais Goulart and Pierre Comon. On the minimal ranks of matrix pencils and the existence of a best approximate block-term tensor decomposition. Linear Algebra and Its Applications, 561:161--186, 2019. [ bib | http | pdf ]

[3] Phillip Mark Seymour Burt and José Henrique de Morais Goulart. Efficient computation of bilinear approximations and Volterra models of nonlinear systems. IEEE Transactions on Signal Processing, 66(3):804--816, Feb 2018. [ bib | http | .pdf ]

[4] José Henrique de Morais Goulart, Alain Y. Kibangou, and Gérard Favier. Traffic data imputation via tensor completion based on soft thresholding of Tucker core. Elsevier Transportation Research Part C: Emerging Technologies, 85:348--362, 2017. [ bib ]

[5] José Henrique de Morais Goulart and Gérard Favier. Low-rank tensor recovery using sequentially optimal modal projections in iterative hard thresholding (SeMPIHT). SIAM Journal on Scientific Computing, 39(3):A860--A889, 2017. [ bib | http | .pdf ]

[6] José Henrique de Morais Goulart, Maxime Boizard, Rémy Boyer, Gérard Favier, and Pierre Comon. Tensor CP decomposition with structured factor matrices: Algorithms and performance. IEEE Journal of Selected Topics in Signal Processing, 10(4):757--769, 2016. [ bib | http | .pdf ]

[7] José Henrique de Morais Goulart and Gérard Favier. An algebraic solution for the Candecomp/PARAFAC decomposition with circulant factors. SIAM Journal on Matrix Analysis and Applications, 35(4):1543--1562, 2014. [ bib | http | .pdf ]

[8] José Henrique de Morais Goulart and Phillip Mark Seymour Burt. Efficient kernel computation for Volterra filter structure evaluation. IEEE Signal Processing Letters, 19(3):135--138, 2012. [ bib | http | .pdf ]

Conference articles

[1] José Henrique de M. Goulart, Laure Blanc-Féraud, Eric Debreuve and Sébastien Schaub. A study on tensor and matrix models for super-resolution fluorescence microscopy. In Proceedings of the 2019 IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), Le Gosier, Guadeloupe, December 2019. [ http | .pdf ]

[2] Rodrigo Cabral Farias, José Henrique de M. Goulart, and Pierre Comon. Coherence constrained alternating least squares. In Proceedings of the 26th European Signal Processing Conference (EUSIPCO), Rome, Italy, 2018. [ bib | http | .pdf ]

[3] José Henrique de Morais Goulart and Gérard Favier. A general iterative imputation scheme with feedback control for tensor completion (IFCTC). In XXVIème colloque GRETSI (GRETSI 2017), Juan-Les-Pins, France, September 2017. [ bib | http ]

[4] José Henrique de Morais Goulart and Pierre Comon. A novel non-iterative algorithm for low-multilinear-rank tensor approximation. In Proceedings of the 25th European Signal Processing Conference (EUSIPCO), Kos Island, Greece, 2017. [ bib | http | .pdf ]

[5] José Henrique de Morais Goulart, Maxime Boizard, Rémy Boyer, Gérard Favier, and Pierre Comon. Statistical efficiency of structured CPD estimation applied to Wiener-Hammerstein modeling. In Proceedings of the 23rd European Signal Processing Conference (EUSIPCO), pages 948--952, Nice, France, September 2015. [ bib | http | .pdf ]

[6] José Henrique de Morais Goulart and Gérard Favier. An iterative hard thresholding algorithm with improved convergence for low-rank tensor recovery. In Proceedings of the 23rd European Signal Processing Conference (EUSIPCO), pages 1701--1705, Nice, France, September 2015. [ bib | http | .pdf ]

[7] Maxime Boizard, José Henrique de Morais Goulart, Remy Boyer, Gérard Favier, and Pierre Comon. Performance asymptotique d'estimateurs de modèles CP avec facteurs structurés. In XXVème colloque GRETSI (GRETSI 2015), Lyon, France, September 2015. [ bib | http | .pdf ]

[8] Phillip Mark Seymour Burt and José Henrique de Morais Goulart. Evaluating the potential of Volterra-PARAFAC IIR models. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 5745--5749. IEEE, May 2013. [ bib | http | .pdf ]

[9] José Henrique de Morais Goulart, Leila Silva, Liane Souza, and Tânia Maria Fontes. Automação de rotinas odontológicas adotadas no tratamento de doenças periodontais. In V Workshop de Informática médica, Porto Alegre, Brazil, 2005. [ bib ]

[10] José Carlos dos Santos Jr, José Henrique de Morais Goulart, Leila Silva, Liane Souza, Marlos César Cabral, and Tânia Maria Fontes. Um sistema para triagem de pacientes com doenças periodontais. In IV Workshop de Informática médica, Brasília, Brazil, 2004. [ bib ]

PhD thesis and MSc dissertation

José Henrique de Morais Goulart. Estimation of structured tensor models and recovery of low-rank tensors. PhD thesis, I3S Laboratory, Université Côte D'Azur, Sophia-Antipolis, France, 2016. [ bib | pdf ]

José Henrique de Morais Goulart. Efficient derivation and use of reference Volterra filters in the evaluation of nonlinear formalisms. MSc dissertation, Escola Politécnica da Universidade de São Paulo, Brazil, 2012. (In portuguese) [ http | pdf ]

Book chapters

[1] Gérard Favier and José Henrique de Morais Goulart. Matrix algebra. In Favier, G. (ed.), From Algebraic Structures to Tensors, Wiley-ISTE, 2020. [ http ]

Submitted papers and preprints

[1] Vasiliki Stergiopoulou, José Henrique de Morais Goulart, Sébastien Schaub, Luca Calatroni and Laure Blanc-Féraud. COL0RME: COvariance-based l0 super-Resolution Microscopy with intensity Estimation. Submitted to International Symposium on Biomedical Imaging (ISBI) 2021. [ http | .pdf ]

Reports and other documents

[1] José Henrique de Morais Goulart and Pierre Comon. Non-iterative low-multilinear-rank tensor approximation with application to decomposition in rank-(1,L,L) terms. 2017. [ bib | http | .pdf ]