INMA
Avenue Georges Lemaître 4-6/L4.05.01
1348 Louvain-la-Neuve
François Glineur
Professeur ordinaire
For more detailed and up-to-date information about my publications, please visit my personal home page.
- Diploma
Year Label Educational Organization 1997 Ingénieur civil en Informatique et Gestion Faculté Polytechnique de Mons 1997 Ingénieur de l'école supérieure d'électricité Ecole supérieure d'électricité 1998 Diplôme d'études approfondies interuniversitaire en Mathématique Faculté Polytechnique de Mons 2001 Docteur en sciences appliquées Faculté Polytechnique de Mons
Mathematical optimization and data analysis
Convex optimization
- algorithms (first-order methods and interior-point methods),
- modelling (approximations, extended formulations) and duality,
- applications of optimization in general.
Nonnegative matrix factorization
- algorithms and complexity,
- nonnegative rank and applications,
- numerical linear algebra in general.
2024
Bousselmi, Nizar ; Hendrickx, Julien ; Glineur, François. Interpolation Conditions for Linear Operators and Applications to Performance Estimation Problems. In: SIAM Journal on Optimization, Vol. 34, no.3, p. 3033-3063 (2024). doi:10.1137/23m1575391.
2024
Zamani, Moslem ; Glineur, François ; Hendrickx, Julien. On the Set of Possible Minimizers of a Sum of Convex Functions. In: IEEE Control Systems Letters, Vol. 8, p. 1871-1876 (2024). doi:10.1109/lcsys.2024.3414378.
2024
Van Dessel, Guillaume ; Glineur, François. Optimal inexactness schedules for tunable oracle-based methods. In: Optimization Methods and Software, Vol. 39, no.3, p. 664-698 (2024). doi:10.1080/10556788.2023.2296982.
2024
Goujaud, Baptiste ; Moucer, Céline ; Glineur, François ; Hendrickx, Julien ; Taylor, Adrien B. ; Dieuleveut, Aymeric. PEPit: computer-assisted worst-case analyses of first-order optimization methods in Python. In: Mathematical Programming Computation, Vol. 16, no.3, p. 337-367 (2024). doi:10.1007/s12532-024-00259-7.
2024
Nabou, Yassine ; Glineur, François ; Necoara, Ion. Proximal gradient methods with inexact oracle of degree q for composite optimization. In: Optimization Letters, (2024). doi:10.1007/s11590-024-02118-9.
2023
Ceulemans, Anne-Emmanuelle ; Glineur, François ; Fisette, Paul ; Beghin, Philémon ; Thys, Iona. Baroque Violas with Reduced Soundboxes: An Evaluation Method. In: The Galpin Society Journal : for the study of musical instruments, Vol. LXXVI, p. 109-126 (2023).
2023
Leplat, Valentin ; Nesterov, Yurii ; Gillis, Nicolas ; Glineur, François. Conic optimization-based algorithms for nonnegative matrix factorization. In: Optimization Methods and Software, Vol. 38, no.4, p. 837-859 (2023). doi:10.1080/10556788.2023.2189714.
2023
Hautecoeur, Cécile ; De Lathauwer, Lieven ; Gillis, Nicolas ; Glineur, François. Least-Squares Methods for Nonnegative Matrix Factorization Over Rational Functions. In: IEEE Transactions on Signal Processing, Vol. 71, p. 1712-1724 (2023). doi:10.1109/tsp.2023.3260560.
2023
Hamaide, Valentin ; Souris, Kevin ; Dasnoy-Sumell, Damien ; Glineur, François ; Macq, Benoît. Real‐time image‐guided treatment of mobile tumors in proton therapy by a library of treatment plans: a simulation study. In: Medical physics, Vol. 50, no. 1, p. 465-479 (2023). doi:10.1002/mp.16084.
2023
Beghin, Philémon ; Ceulemans, Anne-Emmanuelle ; Fisette, Paul ; Glineur, François. Validation of a photogrammetric approach for the objective study of early bowed instruments. In: Heritage Science. doi:10.1186/s40494-023-00979-4.
2022
Dong, Shuyu ; Gao, Bin ; Guan, Yu ; Glineur, François. New Riemannian Preconditioned Algorithms for Tensor Completion via Polyadic Decomposition. In: SIAM Journal on Matrix Analysis and Applications, Vol. 43, no.2, p. 840-866 (2022). doi:10.1137/21M1394734.
2021
Dewez, Julien ; Gillis, Nicolas ; Glineur, François. A geometric lower bound on the extension complexity of polytopes based on the f-vector. In: Discrete Applied Mathematics, Vol. 303, p. 22-38 (2021). doi:10.1016/j.dam.2020.09.028.
2021
Hamaide, Valentin ; Glineur, François. Unsupervised Minimum Redundancy Maximum Relevance Feature Selection for Predictive Maintenance : Application to a Rotating Machine. In: International Journal of Prognostics and Health Management, Vol. 12, no.2, p. 1-14 (2021). doi:10.36001/ijphm.2021.v12i2.2955.
2020
Hautecoeur, Cécile ; Glineur, François. Nonnegative Matrix Factorization over Continuous Signals using Parametrizable Functions. In: Neurocomputing, Vol. 416, p. 256–265 (2020). doi:10.1016/j.neucom.2019.11.109.
2020
De Klerk, Etienne ; Glineur, François ; Taylor, Adrien B.. Worst-Case Convergence Analysis of Inexact Gradient and Newton Methods Through Semidefinite Programming Performance Estimation. In: SIAM Journal on Optimization, Vol. 30, no.3, p. 2053-2082 (2020). doi:10.1137/19m1281368.
2019
Necoara, I. ; Patrascu, A. ; Glineur, François. Complexity of first-order inexact Lagrangian and penalty methods for conic convex programming. In: Optimization Methods and Software, Vol. 34, no. 2, p. 305-335 (2019). doi:10.1080/10556788.2017.1380642.
2019
Necoara, Ion ; Nesterov, Yurii ; Glineur, François. Linear convergence of first order methods for non-strongly convex optimization. In: Mathematical Programming, Vol. 175, p. 69-107 (2019). doi:10.1007/s10107-018-1232-1.
2019
Martin, Benoît ; Feron, Baptiste ; De Jaeger, Emmanuel ; Glineur, François ; Monti, Antonello. Peak shaving: a planning alternative to reduce investment costs in distribution systems?. In: Energy Systems, Vol. 10, p. 871-887 (2019). doi:10.1007/s12667-018-0299-3.
2024
Bousselmi, Nizar ; Pustelnik, Nelly ; Hendrickx, Julien ; Glineur, François. Comparison of Proximal First-Order Primal and Primal-Dual Algorithms via Performance Estimation. 2024 32nd European Signal Processing Conference (EUSIPCO) (Lyon, France, du 26/08/2024 au 30/08/2024). In: Eusipco 2024, 2024. 978-9-4645-9361-7, p. 2647-2651. doi:10.23919/EUSIPCO63174.2024.10715388.
2024
Vernimmen, Pierre ; Glineur, François. Convergence analysis of an inexact gradient method on smooth convex functions. ESANN 2024, European Symposium on Artificial Neural Networks, Computational Intellignece and Machine Learning (Bruges (Belgium) and online, du 9/10/2024 au 11/10/2024). In: ESANN 2024 proceedings, 2024. 978-2-87587-090-2. doi:10.14428/esann/2024.es2024-171.
2023
Chorobura, Flavia ; Glineur, François ; Necoara, Ion. Can random proximal coordinate descent be accelerated on nonseparable convex composite minimization problems?. 2023 European Control Conference (ECC) (Bucharest, Romania, du 13/6/2023 au 16/6/2023). In: 2023 European Control Conference (ECC), I E E E, 2023. 978-3-907144-08-4. doi:10.23919/ecc57647.2023.10178217.
2023
Beghin, Philémon ; Ceulemans, Anne-Emmanuelle ; Glineur, François. L’usage de la photogrammétrie pour l’étude morphologique de violons anciens. XIVe Congrès de la Société française d'histoire des sciences et des techniques (Bordeaux, du 19/04/2023 au 21/04/2023).
2023
Kamri, Ahmed Yassine ; Hendrickx, Julien ; Glineur, François. On the Worst-Case Analysis of Cyclic Coordinate-Wise Algorithms on Smooth Convex Functions. European Control Conference (ECC 2023) (Bucharest, Romania, du 13/06/2023 au 16/06/2023). In: Proceedings of the European Control Conference ECC 2023, 2023. doi:10.23919/ECC57647.2023.10178198.
2023
Tanji, Sofiane ; Vecchia, Andrea Della ; Glineur, François ; Villa, Silvia. Snacks: a fast large-scale kernel SVM solver. 2023 European Control Conference (ECC) (Bucharest, Romania, du 13/6/2023 au 16/6/2023). In: IEEE Xplore, I E E E, 2023. 978-3-907144-08-4. doi:10.23919/ecc57647.2023.10178323.
2022
Hautecoeur, Cécile ; Glineur, François. Factorisation nonnégative avec des fonctions rationnelles : partitions efficaces et méthodes hybrides. Colloque Francophone de Traitement du Signal et des Images (Nancy, du 06/09/2022 au 09/09/2022). In: 28ème colloque sur le traitement du signal et des images, 2022, 929-932.
2022
Bousselmi, Nizar ; Hendrickx, Julien ; Glineur, François. Performance Estimation of First-Order Methods on Quadratic Functions. 25th International Symposium on Mathematical Theory of Networks and Systems (MTNS 2022) (Bayreuth, Germany, du 12/09/2022 au 16/09/2022). In: Extended Abstracts presented at the 25th International Symposium on Mathematical Theory of Networks and Systems MTNS 2022 : held 12-16 September 2022 in Bayreuth, Germany, 2022, 771–774. doi:10.15495/EPub_UBT_00006809.
2022
Beghin, Philémon ; Ceulemans, Anne-Emmanuelle ; Glineur, François. Using photogrammetry for the objective study of ancient bowed instruments: a machine learning approach. Curves and Surfaces 2022 (Arcachon, du 20/06/2022 au 24/06/2022).
2021
Hautecoeur, Cécile ; Glineur, François ; De Lathauwer, Lieven. Hierarchical alternating nonlinear least squares for nonnegative matrix factorization using rational functions. 2021 29th European Signal Processing Conference (EUSIPCO) (Dublin, Ireland, du 23/8/2021 au 27/8/2021). In: 2021 29th European Signal Processing Conference (EUSIPCO), IEEE Xplore, 2021. 978-9-0827-9706-0. doi:10.23919/eusipco54536.2021.9615922.
2021
Kamri, Ahmed Yassine ; Glineur, François ; Hendrickx, Julien. On the minimal and maximal smooth convex interpolating functions. Benelux Workshop on Systems and Control (Rotterdam, The Netherlands, 29/06/2021). In: Book of Abstracts — Benelux Workshop on Systems and Control, Erjen Lefeber and Julien Hendrickx (Eds.), 2021. 978-94-6384-233-4, p. 76.
2021
Hamaide, Valentin ; Glineur, François. Transfer learning in Bayesian optimization for the calibration of a beam line in proton therapy. ESANN 2021, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Online event, du 06/10/2021 au 08/10/2021). In: ESANN 2021 proceedings, 2021. 978287587082-7. doi:10.14428/esann/2021.ES2021-79.
2020
Hautecoeur, Cécile ; Glineur, François. Image completion via nonnegative matrix factorization using HALS and B-splines. ESANN 2020,28th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (Bruges, Belgium, du 02/10/2020 au 04/10/2020). In: ESANN2020, 28th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning, 2020. 978-2-87587-073-5.
2020
Dewez, Julien ; Glineur, François. Lower bounds on the nonnegative rank using a nested polytopes formulation. ESANN 2020,28th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (Bruges, Belgium, du 02/10/2020 au 04/10/2020). In: ESANN2020, 28th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning, 2020. 978-2-87587-073-5.
2019
Hautecoeur, Cécile ; Glineur, François. Accelerating Nonnegative Matrix Factorization Over Polynomial Signals With Faster Projections. 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP) (Pittsburgh, PA, USA, du 13/10/2019 au 16/10/2019). In: 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP), IEEE, 2019. 9781728108247, p. 1-6. doi:10.1109/mlsp.2019.8918844.
2019
Van Hoorebeeck, Loïc ; Cavillot, Jean ; Bui Van Ha ; Glineur, François ; Craeye, Christophe. Near-field calibration of SKA-Low stations using unmanned aerial vehicles. 13th European Conference on Antennas and Propagation (EuCAP 2019) (Krakow, Poland, du 31/03/2019 au 05/04/2019). In: Proceedings of the 13th European Conference on Antennas and Propagation (EuCAP 2019), IEEE, 2019, p. 5 pages.
2019
Hautecoeur, Cécile ; Glineur, François. Nonnegative matrix factorization with polynomial signals via hierarchical alternating least squares. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Bruges (Belgium), du 24/04/2019 au 26/04/2019). In: ESANN2019, 27th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning, 2019. 978-287-587-065-0, p. 125-130.
2019
Hamaide, Valentin ; Glineur, François. Predictive maintenance of a rotating condenser inside a synchrocyclotron. the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019) (Brussels, Belgium, du 06/11/2019 au 08/11/2019). In: CEUR Workshop Proceedings, Vol. 2491, p. 1-12 (2019).