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Laurent El Ghaoui
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- affiliation: University of California, Berkeley, USA
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2020 – today
- 2024
- [j33]Armin Askari
, Alexandre d'Aspremont
, Laurent El Ghaoui
:
Naive Feature Selection: A Nearly Tight Convex Relaxation for Sparse Naive Bayes. Math. Oper. Res. 49(1): 278-296 (2024) - [i29]Juliette Decugis, Alicia Y. Tsai, Max Emerling, Ashwin Ganesh, Laurent El Ghaoui:
The Extrapolation Power of Implicit Models. CoRR abs/2407.14430 (2024) - 2023
- [j32]Alex Devonport
, Forest Yang
, Laurent El Ghaoui
, Murat Arcak
:
Data-Driven Reachability and Support Estimation With Christoffel Functions. IEEE Trans. Autom. Control. 68(9): 5216-5229 (2023) - 2022
- [j31]Armin Askari
, Alexandre d'Aspremont
, Laurent El Ghaoui
:
Approximation Bounds for Sparse Programs. SIAM J. Math. Data Sci. 4(2): 514-530 (2022) - [c51]Fangda Gu, He Yin, Laurent El Ghaoui, Murat Arcak, Peter J. Seiler, Ming Jin:
Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems. AAAI 2022: 5385-5394 - [c50]Jennifer C. Shih, Akshara Rai, Laurent El Ghaoui
:
Learning-based Initialization Strategy for Safety of Multi-Vehicle Systems. ACC 2022: 2623-2630 - [c49]Tanmay Gautam, Brendon G. Anderson, Somayeh Sojoudi, Laurent El Ghaoui:
A Sequential Greedy Approach for Training Implicit Deep Models. CDC 2022: 2751-2758 - [i28]Alicia Y. Tsai, Laurent El Ghaoui:
Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm. CoRR abs/2208.09454 (2022) - [i27]Alicia Y. Tsai, Juliette Decugis, Laurent El Ghaoui, Alper Atamtürk:
State-driven Implicit Modeling for Sparsity and Robustness in Neural Networks. CoRR abs/2209.09389 (2022) - 2021
- [j30]Armin Askari
, Quentin Rebjock, Alexandre d'Aspremont, Laurent El Ghaoui
:
FANOK: Knockoffs in Linear Time. SIAM J. Math. Data Sci. 3(3): 833-853 (2021) - [j29]Laurent El Ghaoui
, Fangda Gu, Bertrand Travacca, Armin Askari, Alicia Y. Tsai:
Implicit Deep Learning. SIAM J. Math. Data Sci. 3(3): 930-958 (2021) - [c48]Jennifer C. Shih, Laurent El Ghaoui
:
Reachability-based Safe Planning for Multi-Vehicle Systems with Multiple Targets. ACC 2021: 3288-3295 - [c47]Alex Devonport, Forest Yang, Laurent El Ghaoui
, Murat Arcak:
Data-Driven Reachability Analysis with Christoffel Functions. CDC 2021: 5067-5072 - [c46]Fangda Gu, Laurent El Ghaoui, Guillaume Darmet:
Grid Topology Estimation in Electrical Markets via Diagonally Dominant Laplacian. ISGT-Europe 2021: 1-5 - [i26]Alex Devonport, Forest Yang, Laurent El Ghaoui, Murat Arcak:
Data-Driven Reachability Analysis with Christoffel Functions. CoRR abs/2104.13902 (2021) - [i25]Jennifer C. Shih, Laurent El Ghaoui:
Reachability-based Safe Planning for Multi-Vehicle Systems withMultiple Targets. CoRR abs/2108.02420 (2021) - [i24]Fangda Gu, He Yin, Laurent El Ghaoui, Murat Arcak, Peter J. Seiler, Ming Jin:
Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems. CoRR abs/2109.03861 (2021) - [i23]Jennifer C. Shih, Akshara Rai, Laurent El Ghaoui:
Learning-based Initialization Strategy for Safety of Multi-Vehicle Systems. CoRR abs/2109.12155 (2021) - [i22]Alex Devonport, Forest Yang, Laurent El Ghaoui, Murat Arcak:
Data-Driven Reachability analysis and Support set Estimation with Christoffel Functions. CoRR abs/2112.09995 (2021) - 2020
- [c45]Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui:
Naive Feature Selection: Sparsity in Naive Bayes. AISTATS 2020: 1813-1822 - [c44]Fangda Gu, Armin Askari, Laurent El Ghaoui:
Fenchel Lifted Networks: A Lagrange Relaxation of Neural Network Training. AISTATS 2020: 3362-3371 - [c43]Bertrand Travacca, Laurent El Ghaoui
, Scott J. Moura:
Implicit Optimization: Models and Methods. CDC 2020: 408-415 - [c42]Alicia Y. Tsai, Laurent El Ghaoui
:
Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm. SustaiNLP@EMNLP 2020: 54-62 - [c41]Geoffrey Négiar, Gideon Dresdner, Alicia Y. Tsai, Laurent El Ghaoui, Francesco Locatello, Robert Freund, Fabian Pedregosa:
Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization. ICML 2020: 7253-7262 - [c40]Fangda Gu, Heng Chang, Wenwu Zhu, Somayeh Sojoudi, Laurent El Ghaoui:
Implicit Graph Neural Networks. NeurIPS 2020 - [i21]Geoffrey Négiar, Gideon Dresdner, Alicia Y. Tsai, Laurent El Ghaoui, Francesco Locatello, Fabian Pedregosa:
Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization. CoRR abs/2002.11860 (2020) - [i20]Armin Askari, Quentin Rebjock, Alexandre d'Aspremont, Laurent El Ghaoui:
FANOK: Knockoffs in Linear Time. CoRR abs/2006.08790 (2020) - [i19]Fangda Gu, Heng Chang, Wenwu Zhu, Somayeh Sojoudi, Laurent El Ghaoui:
Implicit Graph Neural Networks. CoRR abs/2009.06211 (2020) - [i18]Alicia Y. Tsai, Selim Günay, Minjune Hwang, Pengyuan Zhai, Chenglong Li, Laurent El Ghaoui, Khalid M. Mosalam:
Text Analytics for Resilience-Enabled Extreme EventsReconnaissance. CoRR abs/2011.13087 (2020)
2010 – 2019
- 2019
- [c39]Hongyang Zhang, Yaodong Yu, Jiantao Jiao, Eric P. Xing, Laurent El Ghaoui, Michael I. Jordan:
Theoretically Principled Trade-off between Robustness and Accuracy. ICML 2019: 7472-7482 - [i17]Hongyang Zhang, Yaodong Yu, Jiantao Jiao, Eric P. Xing, Laurent El Ghaoui, Michael I. Jordan:
Theoretically Principled Trade-off between Robustness and Accuracy. CoRR abs/1901.08573 (2019) - [i16]Armin Askari, Alexandre d'Aspremont, Laurent El Ghaoui:
Naive Feature Selection: Sparsity in Naive Bayes. CoRR abs/1905.09884 (2019) - [i15]Laurent El Ghaoui, Fangda Gu, Bertrand Travacca, Armin Askari:
Implicit Deep Learning. CoRR abs/1908.06315 (2019) - 2018
- [i14]Armin Askari, Geoffrey Négiar, Rajiv Sambharya, Laurent El Ghaoui:
Lifted Neural Networks. CoRR abs/1805.01532 (2018) - [i13]Armin Askari, Forest Yang, Laurent El Ghaoui:
Kernel-based Outlier Detection using the Inverse Christoffel Function. CoRR abs/1806.06775 (2018) - [i12]Gary Cheng, Armin Askari, Laurent El Ghaoui, Kannan Ramchandran:
Frank-Wolfe Algorithm for Exemplar Selection. CoRR abs/1811.02702 (2018) - [i11]Fangda Gu, Armin Askari, Laurent El Ghaoui:
Fenchel Lifted Networks: A Lagrange Relaxation of Neural Network Training. CoRR abs/1811.08039 (2018) - 2016
- [c38]Jean Pauphilet, Diego Kiner, Damien Faille, Laurent El Ghaoui
:
A tractable numerical strategy for robust MILP and application to energy management. CDC 2016: 1490-1495 - 2015
- [j28]Giuseppe Carlo Calafiore
, Laurent El Ghaoui
, Carlo Novara
:
Sparse identification of posynomial models. Autom. 59: 27-34 (2015) - [j27]Mert Pilanci, Martin J. Wainwright
, Laurent El Ghaoui
:
Sparse learning via Boolean relaxations. Math. Program. 151(1): 63-87 (2015) - [c37]Vu Pham, Laurent El Ghaoui:
Robust sketching for multiple square-root LASSO problems. AISTATS 2015 - 2014
- [j26]Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui:
Approximation bounds for sparse principal component analysis. Math. Program. 148(1-2): 89-110 (2014) - [c36]Steve Yadlowsky, Preetum Nakkarin, Jingyan Wang, Rishi Sharma, Laurent El Ghaoui:
Iterative Hard Thresholding for Keyword Extraction from Large Text Corpora. ICMLA 2014: 588-593 - [i10]Jinzhu Jia, Luke Miratrix, Bin Yu, Brian Gawalt, Laurent El Ghaoui, Luke Barnesmoore, Sophie Clavier:
Concise comparative summaries (CCS) of large text corpora with a human experiment. CoRR abs/1404.7362 (2014) - [i9]Vu Pham, Laurent El Ghaoui, Arturo Fernández:
Robust sketching for multiple square-root LASSO problems. CoRR abs/1411.0024 (2014) - 2013
- [j25]Laurent El Ghaoui
, Vu Pham, Guan-Cheng Li, Viet-An Duong, Ashok N. Srivastava, Kanishka Bhaduri:
Understanding large text corpora via sparse machine learning. Stat. Anal. Data Min. 6(3): 221-242 (2013) - [j24]Aude Hofleitner, Tarek Rabbani, Laurent El Ghaoui
, Alexandre M. Bayen:
Online Homotopy Algorithm for a Generalization of the LASSO. IEEE Trans. Autom. Control. 58(12): 3175-3179 (2013) - [i8]Giuseppe Carlo Calafiore, Laurent El Ghaoui, Carlo Novara:
Sparse Identification of Polynomial and Posynomial Models. CoRR abs/1311.4362 (2013) - 2012
- [j23]Sayed Yusef Shafi, Murat Arcak
, Laurent El Ghaoui
:
Graph Weight Allocation to Meet Laplacian Spectral Constraints. IEEE Trans. Autom. Control. 57(7): 1872-1877 (2012) - [c35]Samuel Smith, Jae Yeon (Claire) Baek, Zhaoyi Kang, Dawn Song, Laurent El Ghaoui
, Mario Frank:
Predicting Congressional Votes Based on Campaign Finance Data. ICMLA (1) 2012: 640-645 - [c34]Mert Pilanci, Laurent El Ghaoui, Venkat Chandrasekaran:
Recovery of Sparse Probability Measures via Convex Programming. NIPS 2012: 2429-2437 - [i7]Youwei Zhang, Laurent El Ghaoui:
Large-Scale Sparse Principal Component Analysis with Application to Text Data. CoRR abs/1210.7054 (2012) - 2011
- [j22]Alexandre d'Aspremont, Laurent El Ghaoui
:
Testing the nullspace property using semidefinite programming. Math. Program. 127(1): 123-144 (2011) - [c33]Aude Hofleitner, Laurent El Ghaoui
, Alexandre M. Bayen:
Online least-squares estimation of time varying systems with sparse temporal evolution and application to traffic estimation. CDC/ECC 2011: 2595-2601 - [c32]Sayed Yusef Shafi, Murat Arcak, Laurent El Ghaoui
:
Graph weight design for Laplacian eigenvalue constraints with multi-agent systems applications. CDC/ECC 2011: 5541-5546 - [c31]Laurent El Ghaoui, Guan-Cheng Li, Viet-An Duong, Vu Pham, Ashok N. Srivastava, Kanishka Bhaduri:
Sparse Machine Learning Methods for Understanding Large Text Corpora. CIDU 2011: 159-173 - [c30]Youwei Zhang, Laurent El Ghaoui:
Large-Scale Sparse Principal Component Analysis with Application to Text Data. NIPS 2011: 532-539 - [c29]Xinyu Dai, Jinzhu Jia, Laurent El Ghaoui
, Bin Yu:
SBA-term: Sparse Bilingual Association for Terms. ICSC 2011: 189-192 - 2010
- [c28]Sayed Yusef Shafi, Murat Arcak, Laurent El Ghaoui
:
Designing node and edge weights of a graph to meet Laplacian eigenvalue constraints. Allerton 2010: 1016-1023 - [c27]Yu Ben, Laurent El Ghaoui
, Kameshwar Poolla, Costas J. Spanos:
Yield-constrained digital circuit sizing via sequential geometric programming. ISQED 2010: 114-121 - [c26]Brian Gawalt, Jinzhu Jia, Luke Miratrix, Laurent El Ghaoui
, Bin Yu, Sophie Clavier:
Discovering word associations in news media via feature selection and sparse classification. Multimedia Information Retrieval 2010: 211-220 - [i6]Laurent El Ghaoui, Vivian Viallon, Tarek Rabbani:
Safe Feature Elimination in Sparse Supervised Learning. CoRR abs/1009.4219 (2010)
2000 – 2009
- 2009
- [b2]Aharon Ben-Tal, Laurent El Ghaoui
, Arkadi Nemirovski:
Robust Optimization. Princeton Series in Applied Mathematics 28, Princeton University Press 2009, ISBN 978-1-4008-3105-0, pp. 1-542 - [j21]Giuseppe Carlo Calafiore
, Ufuk Topcu, Laurent El Ghaoui
:
Parameter estimation with expected and residual-at-risk criteria. Syst. Control. Lett. 58(1): 39-46 (2009) - [c25]Sebastien Blandin, Laurent El Ghaoui
, Alexandre M. Bayen:
Kernel regression for travel time estimation via convex optimization. CDC 2009: 4360-4365 - 2008
- [j20]Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont:
Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data. J. Mach. Learn. Res. 9: 485-516 (2008) - [j19]Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui:
Optimal Solutions for Sparse Principal Component Analysis. J. Mach. Learn. Res. 9: 1269-1294 (2008) - [j18]Alexandre d'Aspremont, Onureena Banerjee, Laurent El Ghaoui
:
First-Order Methods for Sparse Covariance Selection. SIAM J. Matrix Anal. Appl. 30(1): 56-66 (2008) - [c24]Giuseppe Carlo Calafiore
, Ufuk Topcu, Laurent El Ghaoui
:
Parameter estimation with expected and residual-at-risk criteria. CDC 2008: 666-671 - [c23]Ufuk Topcu, Giuseppe Carlo Calafiore
, Laurent El Ghaoui
:
Multistage investments with recourse: A single-asset case with transaction costs. CDC 2008: 2398-2403 - [c22]Laurent El Ghaoui, Assane Gueye:
A Convex Upper Bound on the Log-Partition Function for Binary Distributions. NIPS 2008: 409-416 - [c21]Pierre Garrigues, Laurent El Ghaoui:
An Homotopy Algorithm for the Lasso with Online Observations. NIPS 2008: 489-496 - 2007
- [j17]Alexandre d'Aspremont, Laurent El Ghaoui
, Michael I. Jordan
, Gert R. G. Lanckriet:
A Direct Formulation for Sparse PCA Using Semidefinite Programming. SIAM Rev. 49(3): 434-448 (2007) - [c20]Giuseppe Carlo Calafiore
, Laurent El Ghaoui
:
Linear Programming with Probability Constraints - Part 1. ACC 2007: 2636-2641 - [c19]Giuseppe Carlo Calafiore
, Laurent El Ghaoui:
Linear Programming with Probability Constraints - Part 2. ACC 2007: 2642-2647 - [c18]Saurabh Amin, Alexandre M. Bayen, Laurent El Ghaoui
, Shankar Sastry:
Robust feasibility for control of water flow in a reservoir-canal system. CDC 2007: 1571-1577 - [c17]Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui:
Full regularization path for sparse principal component analysis. ICML 2007: 177-184 - [c16]Alexandre d'Aspremont, Laurent El Ghaoui
:
A Semidefinite Relaxation for Air Traffic Flow Scheduling. RIVF 2007: 103-107 - [i5]Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont:
Model Selection Through Sparse Maximum Likelihood Estimation. CoRR abs/0707.0704 (2007) - [i4]Alexandre d'Aspremont, Francis R. Bach, Laurent El Ghaoui:
Optimal Solutions for Sparse Principal Component Analysis. CoRR abs/0707.0705 (2007) - 2006
- [j16]Alexandre d'Aspremont, Laurent El Ghaoui:
Static arbitrage bounds on basket option prices. Math. Program. 106(3): 467-489 (2006) - [j15]Aharon Ben-Tal, Laurent El Ghaoui
, Arkadi Nemirovski
:
Foreword: special issue on robust optimization. Math. Program. 107(1-2): 1-3 (2006) - [c15]Onureena Banerjee, Laurent El Ghaoui, Alexandre d'Aspremont, Georges Natsoulis:
Convex optimization techniques for fitting sparse Gaussian graphical models. ICML 2006: 89-96 - [c14]Alexandre d'Aspremont, Devan Sohier, Arnab Nilim, Laurent El Ghaoui
, Vu Duong:
Optimal path planning for air traffic flow management under stochastic weather and capacity constraints. RIVF 2006: 1-6 - [i3]Alexandre d'Aspremont, Laurent El Ghaoui:
A Semidefinite Relaxation for Air Traffic Flow Scheduling. CoRR abs/cs/0609145 (2006) - 2005
- [j14]Arnab Nilim, Laurent El Ghaoui
:
Robust Control of Markov Decision Processes with Uncertain Transition Matrices. Oper. Res. 53(5): 780-798 (2005) - [i2]Onureena Banerjee, Alexandre d'Aspremont, Laurent El Ghaoui:
Sparse Covariance Selection via Robust Maximum Likelihood Estimation. CoRR abs/cs/0506023 (2005) - 2004
- [j13]Giuseppe Carlo Calafiore
, Laurent El Ghaoui
:
Ellipsoidal bounds for uncertain linear equations and dynamical systems. Autom. 40(5): 773-787 (2004) - [j12]Chiranjib Bhattacharyya, L. R. Grate, Michael I. Jordan, Laurent El Ghaoui, I. Saira Mian:
Robust Sparse Hyperplane Classifiers: Application to Uncertain Molecular Profiling Data. J. Comput. Biol. 11(6): 1073-1089 (2004) - [j11]Gert R. G. Lanckriet, Nello Cristianini, Peter L. Bartlett, Laurent El Ghaoui, Michael I. Jordan:
Learning the Kernel Matrix with Semidefinite Programming. J. Mach. Learn. Res. 5: 27-72 (2004) - [c13]Arnab Nilim, Laurent El Ghaoui:
Algorithms for air traffic flow management under stochastic environments. ACC 2004: 3429-3434 - [c12]Alessandro Abate, Laurent El Ghaoui
:
Robust model predictive control through adjustable variables: an application to path planning. CDC 2004: 2485-2490 - [c11]Alexandre d'Aspremont, Laurent El Ghaoui, Michael I. Jordan, Gert R. G. Lanckriet:
A Direct Formulation for Sparse PCA Using Semidefinite Programming. NIPS 2004: 41-48 - [c10]Arnab Nilim, Laurent El Ghaoui, Vu Duong:
Algorithms for Multi-Aircraft Re-Routing Under Uncertainties. RIVF 2004: 21-32 - [i1]Alexandre d'Aspremont, Laurent El Ghaoui, Michael I. Jordan, Gert R. G. Lanckriet:
A direct formulation for sparse PCA using semidefinite programming. CoRR cs.CE/0406021 (2004) - 2003
- [j10]Laurent El Ghaoui, Maksim Oks, François Oustry:
Worst-Case Value-At-Risk and Robust Portfolio Optimization: A Conic Programming Approach. Oper. Res. 51(4): 543-556 (2003) - [c9]Arnab Nilim, Laurent El Ghaoui:
Robustness in Markov Decision Problems with Uncertain Transition Matrices. NIPS 2003: 839-846 - 2002
- [j9]Gert R. G. Lanckriet, Laurent El Ghaoui, Chiranjib Bhattacharyya, Michael I. Jordan:
A Robust Minimax Approach to Classification. J. Mach. Learn. Res. 3: 555-582 (2002) - [c8]Gert R. G. Lanckriet, Nello Cristianini, Peter L. Bartlett, Laurent El Ghaoui, Michael I. Jordan:
Learning the Kernel Matrix with Semi-Definite Programming. ICML 2002: 323-330 - [c7]Gert R. G. Lanckriet, Laurent El Ghaoui, Michael I. Jordan:
Robust Novelty Detection with Single-Class MPM. NIPS 2002: 905-912 - 2001
- [j8]Giuseppe Carlo Calafiore
, Laurent El Ghaoui
:
Robust maximum likelihood estimation in the linear model. Autom. 37(4): 573-580 (2001) - [j7]Gérard Scorletti, Jean Pierre Folcher, Laurent El Ghaoui
:
Output Feedback Control with Input Saturations: LMI Design Approaches. Eur. J. Control 7(6): 567-579 (2001) - [j6]Laurent El Ghaoui
, Giuseppe Carlo Calafiore
:
Robust filtering for discrete-time systems with bounded noise and parametric uncertainty. IEEE Trans. Autom. Control. 46(7): 1084-1089 (2001) - [c6]Giuseppe Calafiore, Laurent El Ghaoui
:
Minimum variance estimation with uncertain statistical model. CDC 2001: 3497-3499 - [c5]Lance Doherty, Kristofer S. J. Pister, Laurent El Ghaoui
:
Convex Optimization Methods for Sensor Node Position Estimation. INFOCOM 2001: 1655-1663 - [c4]Gert R. G. Lanckriet, Laurent El Ghaoui, Chiranjib Bhattacharyya, Michael I. Jordan:
Minimax Probability Machine. NIPS 2001: 801-807 - 2000
- [c3]Christophe Prieur, Pascale Bendotti
, Laurent El Ghaoui
:
Robust optimization-based control: an LMI approach. CDC 2000: 2317-2322 - [c2]Jim Chou, S. Sandeep Pradhan, Laurent El Ghaoui
, Kannan Ramchandran:
Watermarking Based on Duality with Distributed Source Coding and Robust Optimization Principles. ICIP 2000: 585-588
1990 – 1999
- 1998
- [j5]Laurent El Ghaoui
, François Oustry, Hervé Lebret
:
Robust Solutions to Uncertain Semidefinite Programs. SIAM J. Optim. 9(1): 33-52 (1998) - [c1]Laurent El Ghaoui
, Giuseppe Carlo Calafiore
:
Worst-case simulation of uncertain systems. Robustness in Identification and Control 1998: 134-146 - 1997
- [j4]Laurent El Ghaoui
, Hervé Lebret:
Robust Solutions to Least-Squares Problems with Uncertain Data. SIAM J. Matrix Anal. Appl. 18(4): 1035-1064 (1997) - [j3]Laurent El Ghaoui
, François Oustry, Mustapha Ait Rami:
A cone complementarity linearization algorithm for static output-feedback and related problems. IEEE Trans. Autom. Control. 42(8): 1171-1176 (1997) - 1996
- [j2]Laurent El Ghaoui
, Gérard Scorletti:
Control of rational systems using linear-fractional representations and linear matrix inequalities. Autom. 32(9): 1273-1284 (1996) - [j1]Mustapha Ait Rami, Laurent El Ghaoui:
LMI optimization for nonstandard Riccati equations arising in stochastic control. IEEE Trans. Autom. Control. 41(11): 1666-1671 (1996) - 1994
- [b1]Stephen P. Boyd, Laurent El Ghaoui
, Eric M. Feron, Venkataramanan Balakrishnan:
Linear Matrix Inequalities in System and Control Theory. Studies in Applied Mathematics 15, SIAM 1994, ISBN 978-0-89871-485-2
Coauthor Index
aka: Giuseppe Calafiore
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