Konstantin Usevich

Publications

Communication dans un congrès (34)

Signal estimation from correlation vectors with structured low-rank approximation Antonio Fazzi,Julien Flamant,Konstantin Usevich 33rd European Signal Processing Conference, EUSIPCO 2025, Sep 2025, Isola delle Femmine – Palermo, Italy Communication dans un congrès hal-05122986v1
Identifiability of Deep Polynomial Neural Networks Konstantin Usevich,Ricardo Augusto Borsoi,Clara Dérand,Marianne Clausel The Thirty-Ninth Annual Conference on Neural Information Processing Systems, NeurIPS 2025, Dec 2025, San Diego (California), United States Communication dans un congrès hal-05471465v1
Coupled CP tensor decomposition with shared and distinct components for multi-task Fmri data fusion Ricardo Augusto Borsoi,Isabell Lehmann,Mohammad Abu Baker Siddique Akhonda,Vince Calhoun,Konstantin Usevichet al. International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023, Jun 2023, Rhodes Island, Greece. ⟨10.1109/ICASSP49357.2023.10096241⟩ Communication dans un congrès hal-04135339v1
Probability Mass Function Estimation Approaches with Application to Flow Cytometry Data Analysis Philippe Flores,Joseph Kibugi Chege,Konstantin Usevich,Martin Haardt,Arie Yeredoret al. 9th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2023, Los Sueños, Costa Rica Communication dans un congrès hal-04331910v1
Compressing Neural Networks with Two-Layer Decoupling Joppe de Jonghe,Konstantin Usevich,Philippe Dreesen,Mariya Ishteva 2023 IEEE 9th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), Dec 2023, Los Sueños, Costa Rica. pp.226-230, ⟨10.1109/CAMSAP58249.2023.10403509⟩ Communication dans un congrès hal-05008394v1
Tensor-based two-layer decoupling of multivariate polynomial maps Konstantin Usevich,Yassine Zniyed,Mariya Ishteva,Philippe Dreesen,André de Almeida 31st European Signal Processing Conference, EUSIPCO 2023, Sep 2023, Helsinki, Finland. ⟨10.23919/EUSIPCO58844.2023.10289900⟩ Communication dans un congrès hal-04360913v1
Low-rank updates of pre-trained weights for multi-task learning Alexandre Audibert,Massih Amini,Konstantin Usevich,Marianne Clausel The 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023), Jul 2023, Toronto, Canada. pp.7544-7554, ⟨10.18653/v1/2023.findings-acl.476⟩ Communication dans un congrès hal-04360908v1
Identifiabilité de modèles tensoriels couplés pour l'estimation de lois de probabilité discrète Philippe Flores,Konstantin Usevich,David Brie XXIXème Colloque Francophone de Traitement du Signal et des Images, GRETSI 2023, Aug 2023, Grenoble, France Communication dans un congrès hal-04331860v1
Tensor Decomposition for Multi-Task Deep-Learning in the context of Predictive Justice Alexandre Audibert,Konstantin Usevich,Massih-Reza Amini,Marianne Clausel Conférence sur l’Apprentissage Automatique – CAP, Jul 2022, Vannes, France Communication dans un congrès hal-05361571v1
Coupled tensor factorization for flow cytometry data analysis Philippe Flores,Guillaume Harlé,Anne-Béatrice Notarantonio,Konstantin Usevich,Maud d'Aveniet al. 32nd IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2022, Aug 2022, Xi'an, China Communication dans un congrès hal-03718437v1
Tensor-based image fusion accounting for inter-image variability: Recoverability and algorithms Ricardo Augusto Borsoi,Clémence Prévost,Konstantin Usevich,David Brie,José-Carlos M Bermudezet al. XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI 2022, Sep 2022, Nancy, France Communication dans un congrès hal-03777569v1
Factorisation couplée de tenseurs pour l'analyse de données de cytométrie en flux Philippe Flores,Konstantin Usevich,David Brie XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI 2022, Sep 2022, Nancy, France Communication dans un congrès hal-03718288v1
Mesures d'indépendance dans des rkHs en limite plate Pierre-Olivier Amblard,Simon Barthelme,Nicolas Tremblay,Konstantin Usevich GRETSI 2022 - XXVIIIème Colloque Francophone de Traitement du Signal et des Images, Sep 2022, Nancy, France Communication dans un congrès hal-03702856v1
Une approche tensorielle pour entrainer des réseaux de neurones flexibles Yassine Zniyed,Konstantin Usevich,Sebastian Miron,David Brie XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI 2022, Sep 2022, Nancy, France Communication dans un congrès hal-03921092v1
Reconstruction de phase polarimétrique Julien Flamant,Konstantin Usevich,Marianne Clausel,David Brie XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI 2022, Sep 2022, Nancy, France Communication dans un congrès hal-03726816v1
Factorisation tensorielle couplée en termes de rangs (L, L, 1) : application conjointe à la super-résolution hyperspectrale et au démélange en présence de variabilité spectrale Clémence Prévost,Ricardo Borsoi,Konstantin Usevich,David Brie,José Bermudezet al. XXVIIIème Colloque Francophone de Traitement du Signal et des Images, Sep 2022, Nancy, France Communication dans un congrès hal-03689360v1
Tensor-based approach for training flexible neural networks Yassine Zniyed,Konstantin Usevich,Sebastian Miron,David Brie 55th Asilomar Conference on Signals, Systems and Computers, Oct 2021, Pacific Grove, CA, United States. pp.1673-1677, ⟨10.1109/IEEECONF53345.2021.9723324⟩ Communication dans un congrès hal-03518648v1
Coupled tensor models accounting for inter-image variability Ricardo Borsoi,Clemence Prevost,Konstantin Usevich,David Brie,Jose C.M. Bermudezet al. 55th Asilomar Conference on Signals, Systems, and Computers, Oct 2021, Pacific Grove, United States. pp.1586-1590, ⟨10.1109/IEEECONF53345.2021.9723178⟩ Communication dans un congrès hal-03634333v1
Low-rank tensor recovery for Jacobian-based Volterra identification of parallel Wiener-Hammerstein systems Konstantin Usevich,Philippe Dreesen,Mariya Ishteva 19th IFAC Symposium on System Identification, SYSID 2021, Jul 2021, Padova (virtual), Italy Communication dans un congrès hal-03349340v1
Learning nonlinearities in the decoupling problem with structured CPD Yassine Zniyed,Konstantin Usevich,Sebastian Miron,David Brie 19th IFAC Symposium on System Identification, SYSID 2021, Jul 2021, Padova (virtual), Italy Communication dans un congrès hal-03223831v1
On the convergence of Jacobi-type algorithms for Independent Component Analysis Jianze Li,Konstantin Usevich,Pierre Comon SAM 2020 - 11th Sensor Array and Multichannel Signal Processing Workshop, Jun 2020, Hangzhou (virtual), China. ⟨10.1109/SAM48682.2020.9104331⟩ Communication dans un congrès hal-02994725v1
On Cramér-Rao lower bounds with random equality constraints Clémence Prévost,Eric Chaumette,Konstantin Usevich,David Brie,Pierre Comon ICASSP 2020 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelone (virtual), Spain. ⟨10.1109/ICASSP40776.2020.9054031⟩ Communication dans un congrès hal-02486600v1
Convex optimization for matrix completion with application to forecasting Jonathan Gillard,Konstantin Usevich 14th International Global Optimization Workshop, LeGO 2018, Sep 2018, Leiden, Netherlands. pp.020042, ⟨10.1063/1.5090009⟩ Communication dans un congrès hal-02402057v1
Software package for mosaic-Hankel structured low-rank approximation Konstantin Usevich,Ivan Markovsky 58th IEEE Conference on Decision and Control, CDC 2019, Dec 2019, Nice, France. pp.7165-7170 Communication dans un congrès hal-02402026v1
Coupled tensor low-rank multilinear approximation for hyperspectral super-resolution Clémence Prévost,Konstantin Usevich,Pierre Comon,David Brie ICASSP 2019 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2019, Brighton, United Kingdom. ⟨10.1109/ICASSP.2019.8683619⟩ Communication dans un congrès hal-02025385v1
Performance bounds for coupled CP model in the framework of hyperspectral super-resolution Clémence Prevost,Konstantin Usevich,Pierre Comon,Martin Haardt,David Brie CAMSAP 2019 - IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, Dec 2019, Le Gosier, Guadeloupe, France. ⟨10.1109/CAMSAP45676.2019.9022504⟩ Communication dans un congrès hal-02303132v2
Approches tensorielles couplées pour la fusion aveugle d'images multispectrale et hyperspectrale Clémence Prévost,Konstantin Usevich,Pierre Comon,David Brie GRETSI 2019 - XXVIIème Colloque Francophone de Traitement du Signal et des Images, Aug 2019, Lille, France Communication dans un congrès hal-02282433v1
Characterization of finite signals with low-rank STFT Konstantin Usevich,Valentin Emiya,David Brie,Caroline Chaux IEEE Statistical Signal Processing Workshop, SSP 2018, Jun 2018, Freiburg, Germany. ⟨10.1109/SSP.2018.8450745⟩ Communication dans un congrès hal-01717931v2
High-Resolution Subspace-Based Methods: Eigenvalue- or Eigenvector-Based Estimation? Konstantin Usevich,Souleymen Sahnoun,Pierre Comon LVA/ICA 2017 - 13th International Conference on Latent Variable Analysis and Signal Separation, Feb 2017, Grenoble, France. pp.47-56, ⟨10.1007/978-3-319-53547-0_5⟩ Communication dans un congrès hal-01576895v1
Canonical polyadic decomposition of hyperspectral patch tensors Miguel Angel Veganzones,Jérémy E Cohen,Rodrigo Cabral Farias,Konstantin Usevich,Lucas Drumetzet al. EUSIPCO 2016 - 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary. pp.2176-2180, ⟨10.1109/EUSIPCO.2016.7760634⟩ Communication dans un congrès hal-01382362v1
Optimal choice of Hankel-block-Hankel matrix shape in 2-D parameter estimation: the rank-one case Souleymen Sahnoun,Konstantin Usevich,Pierre Comon EUSIPCO 2016 - 24th European Signal Processing Conference, Aug 2016, Budapest, Hungary Communication dans un congrès hal-01288994v2
Structured Matrix Completion: a Convex Relaxation Konstantin Usevich,Pierre Comon GRETSI 2015 - XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France. pp.4 Communication dans un congrès hal-01168981v1
A polynomial formulation for joint decomposition of symmetric tensors of different orders Pierre Comon,Yang Qi,Konstantin Usevich LVA/ICA 2015 - 12th International Conference on Latent Variable Analysis and Signal Separation, Aug 2015, Liberec, Czech Republic. pp.8 Communication dans un congrès hal-01168992v1
Adjusted least squares estimator for algebraic hypersurface fitting Konstantin Usevich,Ivan Markovsky SLA 2014 - 6th Conference on Structured Numerical Linear and Multilinear Algebra: Analysis, Algorithms and Applications, Sep 2014, Kalamata, Greece Communication dans un congrès hal-01066930v1

Article dans une revue (29)

Coupled tensor models for probability mass function estimation: Part I, Principles and algorithms Philippe Flores,Konstantin Usevich,David Brie Signal Processing, 2026, 243 (June), pp.110452. ⟨10.1016/j.sigpro.2025.110452⟩ Article dans une revue hal-05191643v2
Coupled tensor models for probability mass function estimation: Part II, Uniqueness of the model. Philippe Flores,Konstantin Usevich,David Brie Signal Processing, 2026, 243 (June), pp.110453. ⟨10.1016/j.sigpro.2025.110453⟩ Article dans une revue hal-05191649v2
Personalized coupled tensor decomposition for multimodal data fusion: Uniqueness and algorithms Ricardo Augusto Borsoi,Konstantin Usevich,David Brie,Tülay Adali IEEE Transactions on Signal Processing, 2025, 73, pp.113 - 129. ⟨10.1109/TSP.2024.3510680⟩ Article dans une revue hal-04822106v2
Polarimetric Fourier phase retrieval Julien Flamant,Konstantin Usevich,Marianne Clausel,David Brie SIAM Journal on Imaging Sciences, 2024, 17 (1), pp.632-671. ⟨10.1137/23M1570971⟩ Article dans une revue hal-03613352v4
The barycenter in free nilpotent Lie groups and its application to iterated-integrals signatures Marianne Clausel,Joscha Diehl,Raphael Mignot,Leonard Schmitz,Nozomi Sugiuraet al. SIAM Journal on Applied Algebra and Geometry, 2024, 8 (3), pp.519-552. ⟨10.1137/23M159024X⟩ Article dans une revue hal-04801014v1
Hankel low-rank approximation and completion in time series analysis and forecasting: a brief review Jonathan Gillard,Konstantin Usevich Statistics and Its Interface, 2023, 16 (2), pp.287-303. ⟨10.4310/22-SII735⟩ Article dans une revue hal-03690201v1
Gaussian process regression in the flat limit Simon Barthelme,Pierre-Olivier Amblard,Nicolas Tremblay,Konstantin Usevich Annals of Statistics, 2023, 51 (6), pp.2471-2505. ⟨10.1214/23-AOS2336⟩ Article dans une revue hal-03869191v1
Convergence of gradient-based block coordinate descent algorithms for non-orthogonal joint approximate diagonalization of matrices Jianze Li,Konstantin Usevich,Pierre Comon SIAM Journal on Matrix Analysis and Applications, 2023, 44 (2), pp.592-621. ⟨10.1137/21M1456972⟩ Article dans une revue hal-03408912v2
Determinantal point processes in the flat limit Simon Barthelme,Nicolas Tremblay,Konstantin Usevich,Pierre-Olivier Amblard Bernoulli, 2023, 29 (2), pp.957-983. ⟨10.3150/22-BEJ1486⟩ Article dans une revue hal-03359889v1
Extended L-ensembles: A new representation for determinantal point processes Nicolas Tremblay,Simon Barthelme,Konstantin Usevich,Pierre-Olivier Amblard The Annals of Applied Probability, 2023, 33 (1), pp.613-640. ⟨10.1214/22-AAP1824⟩ Article dans une revue hal-03359895v1
Constrained Cramér–Rao bounds for reconstruction problems formulated as coupled canonical polyadic decompositions Clémence Prévost,Konstantin Usevich,Martin Haardt,Pierre Comon,David Brie Signal Processing, 2022, 198, pp.108573. ⟨10.1016/j.sigpro.2022.108573⟩ Article dans une revue hal-03651874v1
Robust eigenvectors of symmetric tensors Tommi Muller,Elina Robeva,Konstantin Usevich SIAM Journal on Matrix Analysis and Applications, 2022, 43 (4), pp.1784-1805. ⟨10.1137/21M1462052⟩ Article dans une revue hal-04312602v2
Hyperspectral super-resolution accounting for spectral variability: coupled tensor LL1-based recovery and blind unmixing of the unknown super-resolution image Clémence Prévost,Ricardo A Borsoi,Konstantin Usevich,David Brie,José C. M. Bermudezet al. SIAM Journal on Imaging Sciences, 2022, 15 (1), pp.110-138. ⟨10.1137/21M1409354⟩ Article dans une revue hal-03158076v2
Jacobi-type algorithm for low rank orthogonal approximation of symmetric tensors and its convergence analysis Jianze Li,Konstantin Usevich,Pierre Comon Pacific journal of optimization, 2021, 17 (3), pp.357-379. ⟨10.48550/arXiv.1911.00659⟩ Article dans une revue hal-03233467v1
Coupled tensor decomposition for hyper spectral and multispectral image fusion with inter-image variability Ricardo A Borsoi,Clémence Prévost,Konstantin Usevich,David Brie,José C M Bermudezet al. IEEE Journal of Selected Topics in Signal Processing, 2021, 15 (3), pp.702-717. ⟨10.1109/JSTSP.2021.3054338⟩ Article dans une revue hal-03106874v1
Spectral properties of kernel matrices in the flat limit Simon Barthelme,Konstantin Usevich SIAM Journal on Matrix Analysis and Applications, 2021, 42 (1), pp.17-57. ⟨10.1137/19M129677X⟩ Article dans une revue hal-03017947v2
Hyperspectral super-resolution with coupled Tucker approximation: Recoverability and SVD-based algorithms Clémence Prévost,Konstantin Usevich,Pierre Comon,David Brie IEEE Transactions on Signal Processing, 2020, 68, pp.931-946. ⟨10.1109/TSP.2020.2965305⟩ Article dans une revue hal-01911969v4
Approximate matrix and tensor diagonalization by unitary transformations: convergence of Jacobi-type algorithms Konstantin Usevich,Jianze Li,Pierre Comon SIAM Journal on Optimization, 2020, 30 (4), pp.2998-3028. ⟨10.1137/19M125950X⟩ Article dans une revue hal-01998900v4
Decoupling multivariate polynomials: Interconnections between tensorizations Konstantin Usevich,Philippe Dreesen,Mariya Ishteva Journal of Computational and Applied Mathematics, 2020, 363, pp.22-34. ⟨10.1016/j.cam.2019.03.036⟩ Article dans une revue hal-02994705v1
On approximate diagonalization of third order symmetric tensors by orthogonal transformations Jianze Li,Konstantin Usevich,Pierre Comon Linear Algebra and its Applications, 2019, 576, pp.324-351. ⟨10.1016/j.laa.2019.03.006⟩ Article dans une revue hal-02092389v1
Globally convergent Jacobi-type algorithms for simultaneous orthogonal symmetric tensor diagonalization Jianze Li,Konstantin Usevich,Pierre Comon SIAM Journal on Matrix Analysis and Applications, 2018, 39 (1), pp.1-22. ⟨10.1137/17M1116295⟩ Article dans une revue hal-01628257v1
Structured low-rank matrix completion for forecasting in time series analysis Jonathan Gillard,Konstantin Usevich International Journal of Forecasting, 2018, 34 (4), pp.582-597. ⟨10.1016/j.ijforecast.2018.03.008⟩ Article dans une revue hal-01983158v1
Variable projection methods for approximate (greatest) common divisor computations Konstantin Usevich,Ivan Markovsky Theoretical Computer Science, 2017, 681, pp.176-198. ⟨10.1016/j.tcs.2017.03.028⟩ Article dans une revue hal-01226429v1
Identifiability of an X-Rank Decomposition of Polynomial Maps Pierre Comon,Yang Qi,Konstantin Usevich SIAM Journal on Applied Algebra and Geometry, 2017, 1 (1), pp.388-414. ⟨10.1137/16M1108388⟩ Article dans une revue hal-01763858v1
Multidimensional ESPRIT for Damped and Undamped Signals: Algorithm, Computations, and Perturbation Analysis Souleymen Sahnoun,Konstantin Usevich,Pierre Comon IEEE Transactions on Signal Processing, 2017, 65 (22), pp. 5897-5910. ⟨10.1109/TSP.2017.2736512⟩ Article dans une revue hal-01360438v3
Hankel low-rank matrix completion: performance of the nuclear norm relaxation Konstantin Usevich,Pierre Comon IEEE Journal of Selected Topics in Signal Processing, 2016, 10 (4), pp.637-646. ⟨10.1109/JSTSP.2016.2535182⟩ Article dans une revue hal-01130631v3
Adjusted least squares fitting of algebraic hypersurfaces Konstantin Usevich,Ivan Markovsky Linear Algebra and its Applications, 2015, 502, pp.243-274. ⟨10.1016/j.laa.2015.07.023⟩ Article dans une revue hal-01093214v1
A Recursive Restricted Total Least-squares Algorithm Stephan Rhode,Konstantin Usevich,Ivan Markovsky,Frank Gauterin IEEE Transactions on Signal Processing, 2014, 62 (21), pp.5652-5662. ⟨10.1109/TSP.2014.2350959⟩ Article dans une revue hal-01067938v1
Multivariate and 2D Extensions of Singular Spectrum Analysis with the Rssa Package Nina Golyandina,Anton Korobeynikov,Alex Shlemov,Konstantin Usevich Journal of Statistical Software, 2014, 67 (2), pp.1-78. ⟨10.18637/jss.v067.i02⟩ Article dans une revue hal-01066695v1

Pré-publication, Document de travail (9)

A lifting approach to ParaTuck-2 tensor decompositions Konstantin Usevich 2024 Pré-publication, Document de travail hal-03966869v3
Computing asymptotic eigenvectors and eigenvalues of perturbed symmetric matrices Konstantin Usevich,Simon Barthelme 2024 Pré-publication, Document de travail hal-04659372v2
Principal geodesic analysis for time series encoded with signature features Raphael Mignot,Marianne Clausel,Konstantin Usevich 2024 Pré-publication, Document de travail (preprint/prepublication) hal-04392568v1
Two-layer decoupling of multivariate polynomials with coupled ParaTuck and CP decompositions Konstantin Usevich,Yassine Zniyed,Mariya Ishteva,Philippe Dreesen,André L F de Almeida 2023 Pré-publication, Document de travail hal-03968630v2
On factorization of rank-one auto-correlation matrix polynomials Konstantin Usevich,Julien Flamant,Marianne Clausel,David Brie 2023 Pré-publication, Document de travail hal-04062934v2
On the efficiency of blind and non-blind estimation for coupled LL1 tensor models using the randomly-constrained Cramér-Rao bound Clémence Prévost,Konstantin Usevich,Eric Chaumette,David Brie,Pierre Comon 2021 Pré-publication, Document de travail hal-03504402v1
Tensor-based framework for training flexible neural networks Yassine Zniyed,Konstantin Usevich,Sebastian Miron,David Brie 2021 Pré-publication, Document de travail hal-03273321v1
Determinantal Point Processes in the Flat Limit: Extended L-ensembles, Partial-Projection DPPs and Universality Classes Simon Barthelme,Nicolas Tremblay,Konstantin Usevich,Pierre-Olivier Amblard 2020 Pré-publication, Document de travail hal-03012027v1
Constrained Cramér-Rao lower bounds for CP-based hyperspectral super-resolution Clémence Prévost,Konstantin Usevich,Martin Haardt,Pierre Comon,David Brie 2020 Pré-publication, Document de travail hal-03083709v1

Rapport (1)

A Tour of Constrained Tensor Canonical Polyadic Decomposition Jérémy E Cohen,Konstantin Usevich,Pierre Comon [Research Report] GIPSA-lab. 2016 Rapport (rapport de recherche) hal-01311795v1