Konstantin Usevich

73
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Publications

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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, Copenhagen, Denmark

Communication dans un congrès hal-05471465v1
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Probability Mass Function Estimation Approaches with Application to Flow Cytometry Data Analysis

Philippe Flores , Joseph Kibugi Chege , Konstantin Usevich , Martin Haardt , Arie Yeredor et 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
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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
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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
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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
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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
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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 Usevich et 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
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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
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Tensor-based image fusion accounting for inter-image variability: Recoverability and algorithms

Ricardo Augusto Borsoi , Clémence Prévost , Konstantin Usevich , David Brie , José-Carlos M Bermudez et al.

XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI 2022, Sep 2022, Nancy, France

Communication dans un congrès hal-03777569v1
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Coupled tensor factorization for flow cytometry data analysis

Philippe Flores , Guillaume Harlé , Anne-Béatrice Notarantonio , Konstantin Usevich , Maud d'Aveni et al.

32nd IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2022, Aug 2022, Xi'an, China

Communication dans un congrès hal-03718437v1
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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
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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
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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
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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
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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 Bermudez et al.

XXVIIIème Colloque Francophone de Traitement du Signal et des Images, Sep 2022, Nancy, France

Communication dans un congrès hal-03689360v1
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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
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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
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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

Coupled tensor models accounting for inter-image variability

Ricardo Borsoi , Clemence Prevost , Konstantin Usevich , David Brie , Jose C.M. Bermudez et al.

55th Asilomar Conference on Signals, Systems, and Computers, Oct 2021, Pacific Grove, France. pp.1586-1590, ⟨10.1109/IEEECONF53345.2021.9723178⟩

Communication dans un congrès hal-03634333v1
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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

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
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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

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
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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
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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
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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
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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
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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
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Canonical polyadic decomposition of hyperspectral patch tensors

Miguel Angel Veganzones , Jérémy E Cohen , Rodrigo Cabral Farias , Konstantin Usevich , Lucas Drumetz et 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
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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
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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
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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
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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
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Coupled tensor models for probability mass function estimation: Part II, Uniqueness of the model.

Philippe Flores , Konstantin Usevich , David Brie

Signal Processing, 2026, 243, pp.110453. ⟨10.1016/j.sigpro.2025.110453⟩

Article dans une revue hal-05191649v2
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Coupled tensor models for probability mass function estimation: Part I, Principles and algorithms

Philippe Flores , Konstantin Usevich , David Brie

Signal Processing, 2026, 243, pp.110453. ⟨10.1016/j.sigpro.2025.110452⟩

Article dans une revue hal-05191643v2
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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
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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 Sugiura et al.

SIAM Journal on Applied Algebra and Geometry, 2024, 8 (3), pp.519-552. ⟨10.1137/23M159024X⟩

Article dans une revue hal-04801014v1
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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
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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
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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
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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
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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
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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
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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
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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. Bermudez et al.

SIAM Journal on Imaging Sciences, 2022, 15 (1), pp.110-138. ⟨10.1137/21M1409354⟩

Article dans une revue hal-03158076v2
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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
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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 Bermudez et 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
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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
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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
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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
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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
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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
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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
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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

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
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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
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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

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

Article dans une revue hal-01066695v1
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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
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Computing asymptotic eigenvectors and eigenvalues of perturbed symmetric matrices

Konstantin Usevich , Simon Barthelme

2024

Pré-publication, Document de travail hal-04659372v2
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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
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A lifting approach to ParaTuck-2 tensor decompositions

Konstantin Usevich

2024

Pré-publication, Document de travail hal-03966869v3
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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
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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
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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
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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

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