Romain Couillet
According to our database1,
Romain Couillet
authored at least 172 papers
between 2008 and 2024.
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Bibliography
2024
CoRR, 2024
2023
Proceedings of the International Conference on Machine Learning, 2023
Large Dimensional Analysis of LS-SVM Transfer Learning: Application to Polsar Classification.
Proceedings of the IEEE International Conference on Acoustics, 2023
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023
2022
A Random Matrix Analysis of Data Stream Clustering: Coping With Limited Memory Resources.
Proceedings of the International Conference on Machine Learning, 2022
Random matrices in service of ML footprint: ternary random features with no performance loss.
Proceedings of the Tenth International Conference on Learning Representations, 2022
2021
J. Mach. Learn. Res., 2021
J. Mach. Learn. Res., 2021
CoRR, 2021
Nishimori meets Bethe: a spectral method for node classification in sparse weighted graphs.
CoRR, 2021
Two-way kernel matrix puncturing: towards resource-efficient PCA and spectral clustering.
Proceedings of the 38th International Conference on Machine Learning, 2021
Proceedings of the 9th International Conference on Learning Representations, 2021
Proceedings of the 9th International Conference on Learning Representations, 2021
Proceedings of the IEEE International Conference on Acoustics, 2021
Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021
2020
IEEE Trans. Signal Process., 2020
A random matrix analysis of random Fourier features: beyond the Gaussian kernel, a precise phase transition, and the corresponding double descent.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Proceedings of the 30th IEEE International Workshop on Machine Learning for Signal Processing, 2020
Random Matrix Theory Proves that Deep Learning Representations of GAN-data Behave as Gaussian Mixtures.
Proceedings of the 37th International Conference on Machine Learning, 2020
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020
Proceedings of the 24th Conference on Computational Natural Language Learning, 2020
2019
IEEE Trans. Signal Process., 2019
J. Multivar. Anal., 2019
CoRR, 2019
Optimized Deformed Laplacian for Spectrum-based Community Detection in Sparse Heterogeneous Graphs.
CoRR, 2019
Revisiting the Bethe-Hessian: Improved Community Detection in Sparse Heterogeneous Graphs.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Proceedings of the 36th International Conference on Machine Learning, 2019
Proceedings of the 7th International Conference on Learning Representations, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Kernel Random Matrices of Large Concentrated Data: the Example of GAN-Generated Images.
Proceedings of the IEEE International Conference on Acoustics, 2019
A Large Scale Analysis of Logistic Regression: Asymptotic Performance and New Insights.
Proceedings of the IEEE International Conference on Acoustics, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Proceedings of the IEEE International Conference on Acoustics, 2019
Random Matrix-Improved Estimation of the Wasserstein Distance between two Centered Gaussian Distributions.
Proceedings of the 27th European Signal Processing Conference, 2019
Estimation of Covariance Matrix Distances in the High Dimension Low Sample Size Regime.
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019
A Random Matrix Analysis and Optimization Framework to Large Dimensional Transfer Learning.
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019
2018
IEEE Trans. Wirel. Commun., 2018
High-Dimensional MVDR Beamforming: Optimized Solutions Based on Spiked Random Matrix Models.
IEEE Trans. Signal Process., 2018
Large-Dimensional Behavior of Regularized Maronna's M-Estimators of Covariance Matrices.
IEEE Trans. Signal Process., 2018
Optimal Design of the Adaptive Normalized Matched Filter Detector Using Regularized Tyler Estimators.
IEEE Trans. Aerosp. Electron. Syst., 2018
Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018
Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018
Proceedings of the 35th International Conference on Machine Learning, 2018
Proceedings of the 35th International Conference on Machine Learning, 2018
A Random Matrix and Concentration Inequalities Framework for Neural Networks Analysis.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Proceedings of the 26th European Signal Processing Conference, 2018
Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018
2017
Reducing the Computational Complexity of Multicasting in Large-Scale Antenna Systems.
IEEE Trans. Wirel. Commun., 2017
IEEE Trans. Veh. Technol., 2017
J. Mach. Learn. Res., 2017
A random matrix analysis and improvement of semi-supervised learning for large dimensional data.
CoRR, 2017
Asymptotic performance of regularized quadratic discriminant analysis based classifiers.
Proceedings of the 27th IEEE International Workshop on Machine Learning for Signal Processing, 2017
The counterintuitive mechanism of graph-based semi-supervised learning in the big data regime.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
2016
IEEE Trans. Wirel. Commun., 2016
IEEE Trans. Signal Process., 2016
Large-System Estimation Performance in Noisy Compressed Sensing With Random Support of Known Cardinality - A Bayesian Analysis.
IEEE Trans. Signal Process., 2016
IEEE Trans. Signal Inf. Process. over Networks, 2016
Second order statistics of robust estimators of scatter. Application to GLRT detection for elliptical signals.
J. Multivar. Anal., 2016
J. Mach. Learn. Res., 2016
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016
Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016
Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016
2015
IEEE Trans. Signal Process., 2015
Estimation of Toeplitz Covariance Matrices in Large Dimensional Regime With Application to Source Detection.
IEEE Trans. Signal Process., 2015
IEEE Trans. Signal Process., 2015
IEEE Trans. Signal Process., 2015
IEEE Trans. Inf. Theory, 2015
IEEE Signal Process. Lett., 2015
J. Multivar. Anal., 2015
The random matrix regime of Maronna's M-estimator with elliptically distributed samples.
J. Multivar. Anal., 2015
Proceedings of the IEEE International Symposium on Information Theory, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Base Station Cooperation for Power Minimization in the Downlink: Large System Analysis.
Proceedings of the 2015 IEEE Global Communications Conference, 2015
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015
2014
IEEE Trans. Inf. Theory, 2014
Large dimensional analysis and optimization of robust shrinkage covariance matrix estimators.
J. Multivar. Anal., 2014
Proceedings of the IEEE Workshop on Statistical Signal Processing, 2014
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2014
Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014
Asynchronous alternating direction method of multipliers applied to the direct-current optimal power flow problem.
Proceedings of the IEEE International Conference on Acoustics, 2014
Estimation of large toeplitz covariance matrices and application to source detection.
Proceedings of the 22nd European Signal Processing Conference, 2014
Proceedings of the 52nd Annual Allerton Conference on Communication, 2014
Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014
2013
IEEE Trans. Signal Process., 2013
Fluctuations of an Improved Population Eigenvalue Estimator in Sample Covariance Matrix Models.
IEEE Trans. Inf. Theory, 2013
IEEE Trans. Inf. Theory, 2013
Fluctuations of Spiked Random Matrix Models and Failure Diagnosis in Sensor Networks.
IEEE Trans. Inf. Theory, 2013
Large System Analysis of Linear Precoding in MISO Broadcast Channels with Confidential Messages.
IEEE J. Sel. Areas Commun., 2013
Proceedings of the 2013 IEEE International Symposium on Information Theory, 2013
A new method for source detection, power estimation, and localization in large sensor networks under noise with unknown statistics.
Proceedings of the IEEE International Conference on Acoustics, 2013
Secrecy sum-rates with regularized channel inversion precoding under imperfect CSI at the transmitter.
Proceedings of the IEEE International Conference on Acoustics, 2013
A joint robust estimation and random matrix framework with application to array processing.
Proceedings of the IEEE International Conference on Acoustics, 2013
Second-order analysis of the joint SINR distribution in Rayleigh multiple access and broadcast channels.
Proceedings of the 2013 Asilomar Conference on Signals, 2013
Analysis and management of heterogeneous user mobility in large-scale downlink systems.
Proceedings of the 2013 Asilomar Conference on Signals, 2013
2012
Large System Analysis of Linear Precoding in Correlated MISO Broadcast Channels Under Limited Feedback.
IEEE Trans. Inf. Theory, 2012
Random Beamforming Over Quasi-Static and Fading Channels: A Deterministic Equivalent Approach.
IEEE Trans. Inf. Theory, 2012
IEEE J. Sel. Areas Commun., 2012
Analysis of multicell cooperation with random user locations via deterministic equivalents.
Proceedings of the 10th International Symposium on Modeling and Optimization in Mobile, 2012
Sum-rate optimization for the MIMO IC under imperfect CSI: A deterministic equivalent approach.
Proceedings of the 13th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2012
Concurrent data transmissions in green wireless networks: When best send one's packets?
Proceedings of the 2012 International Symposium on Wireless Communication Systems (ISWCS), 2012
Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012
Proceedings of the 5th International Symposium on Communications, 2012
Proceedings of the 2012 Proceedings IEEE INFOCOM Workshops, 2012
On the fluctuations of the SINR at the output of the Wiener filter for non centered channels: The non Gaussian case.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 2012 IEEE Global Communications Conference, 2012
2011
IEEE Trans. Inf. Theory, 2011
A Deterministic Equivalent for the Analysis of Correlated MIMO Multiple Access Channels.
IEEE Trans. Inf. Theory, 2011
Iterative Deterministic Equivalents for the Performance Analysis of Communication Systems
CoRR, 2011
Deterministic Equivalent for the SINR of Regularized Zero-Forcing Precoding in Correlated MISO Broadcast Channels with Imperfect CSIT.
Proceedings of IEEE International Conference on Communications, 2011
Deterministic Equivalents for the Performance Analysis of Isometric Random Precoded Systems.
Proceedings of IEEE International Conference on Communications, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the Global Communications Conference, 2011
Proceedings of the 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011
2010
Application of random matrix theory to future wireless flexible networks. (Application des matrices aléatoires aux futurs réseaux flexibles de communications sans fil).
PhD thesis, 2010
IEEE Trans. Signal Process., 2010
A Deterministic Equivalent Approach to the Performance Analysis of Isometric Random Precoded Systems
CoRR, 2010
Proceedings of the IEEE International Symposium on Information Theory, 2010
Proceedings of the IEEE International Symposium on Information Theory, 2010
Optimal Training in Large TDD Multi-User Downlink Systems under Zero-Forcing and Regularized Zero-Forcing Precoding.
Proceedings of the Global Communications Conference, 2010
Fluctuations of the mutual information in large distributed antenna systems with colored noise.
Proceedings of the 48th Annual Allerton Conference on Communication, 2010
Information Theoretic approach to Synchronization: The OFDM Carrier Frequency Offset Example.
Proceedings of the Sixth Advanced International Conference on Telecommunications, 2010
2009
EURASIP J. Adv. Signal Process., 2009
Asymptotic Analysis of Linear Precoding Techniques in Correlated Multi-Antenna Broadcast Channels
CoRR, 2009
A deterministic equivalent for the capacity analysis of correlated multi-user MIMO channels
CoRR, 2009
Proceedings of the 2009 IEEE Wireless Communications and Networking Conference, 2009
Proceedings of the 2009 IEEE Wireless Communications and Networking Conference, 2009
Proceedings of the 2009 IEEE Wireless Communications and Networking Conference, 2009
2008
Proceedings of the 3rd International ICST Conference on Performance Evaluation Methodologies and Tools, 2008
Proceedings of the IEEE 19th International Symposium on Personal, 2008