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• Suykens

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robust|NLq|_{q}%|M-estimator|dissipativity

92-40

Suykens J.A.K., De Moor B., Vandewalle J., ``Nonlinear system identification using neural networks: from linear to nonlinear neural state space models for MIMO systems, applicable to robust controller design'', Technical Report 92-40, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 1992.
Lirias number: 180767.

93-46

Suykens J.A.K., De Moor B., Vandewalle J., ``Neural network models as linear systems with bounded uncertainty, applicable to robust controller design'', in Proc. of the International Symposium on Nonlinear Theory and its Application (NOLTA'93), Hawaii, Dec. 1993, pp. 419-422.
Lirias number: 180453.

94-07

Suykens J.A.K., De Moor B., Vandewalle J., ``Nonlinear system identification using neural state space models, applicable to robust control design'', International Journal of Control, vol. 62, no. 1, 1995, pp. 129-152.
Lirias number: 218676.

96-06

Suykens J.A.K., De Moor B., Vandewalle J., ``Links between NL_q neural control theory and mu robust control theory'', in Proc. of the IEEE International Conference on Decision and Control (CDC'96), Kobe, Japan, Dec. 1996.
Lirias number: 179669.

96-31

Suykens J.A.K., Vandewalle J., De Moor B., ``Lur'e systems with multilayer perceptron and recurrent neural networks: absolute stability and dissipativity'', IEEE Transactions on Automatic Control, vol. 44, no. 4, Apr. 1999, pp. 770-774.
Lirias number: 269033.

96-39

Suykens J.A.K., Vandewalle J., ``A type of dissipativity allowing multiple equilibria in recurrent neural networks of Lur'e form'', Technical Report 96-39, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 1996.
Lirias number: 179621.

96-41

Suykens J.A.K., Vandewalle J., ``Absolute stability and dissipativity of continuous time multilayer recurrent neural networks'', in Proc. of the 1997 IEEE International Symposium on Circuits and Systems (ISCAS'97), Hong Kong, Jun. 1997, pp. 517-520.
Lirias number: 179615.

96-81

Suykens J.A.K., De Moor B., Vandewalle J., ``Robust NLq neural control theory'', in Proc. of the International Conference on Neural Networks (ICCN'97), Houston, Texas USA, Jun. 1997.
Lirias number: 179551.

96-88

Suykens J.A.K., Curran P.F., Chua L.O., ``Robust synthesis for master-slave synchronization of Lur'e systems'', IEEE Transactions on Circuits and Systems-I, vol. 46, no. 7, Jul. 1999, pp. 841-850.
Lirias number: 179542.

97-03

Suykens J.A.K., Curran P.F., Vandewalle J., Chua L.O., ``Robust nonlinear H$_{\infty}$ synchronization of chaotic Lur'e systems'', IEEE Transactions on Circuits and Systems I : Fundamental Theory and Applications, Special Issue on Chaos Synchronization and Control : Theory and Applications, vol. 44, no. 10, Oct. 1997, pp. 891-904.
Lirias number: 179536.

97-77

Suykens J.A.K., De Moor B.L.R., Vandewalle J., ``Robust local stability of multilayer recurrent neural networks'', IEEE Transactions on Neural Networks, vol. 11, no. 1, Jan. 2000, pp. 222-229.
Lirias number: 269548.

97-95

Suykens J.A.K., Vandewalle J., ``Improved generalization ability of neurocontrollers by imposing NLq stability constraints'', in Proc. of the European Symposium on Artificial Neural Networks (ESANN'98), Brugge, Belgium, Apr. 1998, pp. 99-104.
Lirias number: 179310.

98-116

Suykens J.A.K., Vandewalle J., ``Continuous time NLq Theory : absolute stability criteria'', in Proc. of the International Joint Conference on Neural Networks (IJCNN'99), Washington DC, USA, Jul. 1999, pp. CD-rom.
Lirias number: 179132.

99-15

Van Gorp J., Suykens J.A.K., ``Representation of SISO Fuzzy logic control systems within NLq theory'', in Proc. of Smart Engineering System Design (ANNIE'99), St. Louis, Missouri USA, Nov. 1999, pp. 603-609.
Lirias number: 179106.

00-117

Suykens J.A.K., De Brabanter J., Lukas L., Vandewalle J., ``Weighted least squares support vector machines : robustness and sparse approximation'', Neurocomputing, Special issue on fundamental and information processing aspects of neurocomputing, vol. 48, no. 1-4, Oct. 2002, pp. 85-105.
Lirias number: 47013.

02-50

De Brabanter J., Pelckmans K., Suykens J.A.K., Vandewalle J., ``Robust cross-validation score function for non-linear function estimation'', in Proc. of the International Conference on Artificial Neural Networks (ICANN 2002), Madrid, Spain, Aug. 2002, pp. 713-719.
Lirias number: 182118.

02-94

De Brabanter J., Pelckmans K., Suykens J.A.K., Vandewalle J., De Moor B., ``Robust cross-validation score function for LS-SVM non-linear function estimation'', Technical Report 02-94, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 2002.
Lirias number: 21195.

02-200

De Brabanter J., Pelckmans K., Suykens J.A.K., De Moor B., Vandewalle J., ``Robust complexity criteria for nonlinear regression in NARX models'', in Proc. of the 13th System Identification Symposium (SYSID2003), Rotterdam, Nederland, Aug. 2003, pp. 79-84.
Lirias number: 181728.

03-96

Xavier De Sousa S., Yalcin M.E., Suykens J.A.K., Vandewalle J., ``Report on Fault-tolerant and robust APAP algorithm design'', Technical Report 03-96, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 2003.
Lirias number: 181339.

03-104

Xavier de Souza S., Yalcin M.E., Suykens J.A.K., Vandewalle J., ``Toward CNN Chip-specific robustness'', IEEE Transactions on Circuits and Systems I : Regular Papers, Special Issue on CNN Technology and Active Wave Computing, vol. 51, no. 5, May 2004, pp. 892 - 902.
Lirias number: 72186.

04-38

De Brabanter J., Pelckmans K., Suykens J.A.K., De Moor B., Vandewalle J., ``Robust statistics for Kernel Based NARX Modeling'', Technical Report 04-38, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 2004.
Lirias number: 180959.

04-56

Pluymers B., Suykens J.A.K., De Moor B., ``Robust finite-horizon MPC using optimal worst-case closed-loop predictions'', in Proc. of the IEEE Conference on Decision and Control 2004 (CDC04), Paradise Island, Bahamas, Dec. 2004.
Lirias number: 180688.

04-94

Pluymers B., Suykens J.A.K., De Moor B., ``Min-Max feedback MPC using a time-varying terminal constraint set and comments on 'efficient robust constrained model predictive control with a time-varying terminal constraint set''', Systems and Control Letters, vol. 54, no. 12, Dec. 2005, pp. 1143-1148.
Lirias number: 74045.

04-136

Pluymers B., Rossiter J.A., Suykens J.A.K, De Moor B., ``A Simple Algorithm for Robust MPC'', in Proc. of the IFAC World Congress (IFAC05), Prague, Czech Republic, Jul. 2005, pp. CD-ROM.
Lirias number: 180564.

04-144

Rossiter J.A., Pluymers B., Suykens J.A.K., De Moor B., ``A Multi Parametric Quadratic Programming Solution To Robust Predictive Control'', in Proc. of the IFAC World Congress (IFAC05), Prague, Czech Republic, Jul. 2005.
Lirias number: 180554.

05-133

Pluymers B., Rossiter J.A., Suykens J.A.K., De Moor B., ``Efficient Computation of Polyhedral Invariant Sets for LPV Systems and Application to Robust MPC'', Technical Report 05-133, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 2005.
Lirias number: x.

05-198

Imsland L., Rossiter J.A., Pluymers B., Suykens J.A.K., ``Robust Triple Mode MPC'', in Proc. of the American Control Conference 2006 (ACC'06), Minneapolis, USA, Jun. 2006, pp. CD-ROM.
Lirias number: 181288.

05-200

Pluymers B., Kothare M.V., Suykens J.A.K., De Moor B., ``Robust Constrained Linear State Feedback Synthesis using LMI's and Polyhedral Invariant Sets'', in Proc. of the American Control Conference 2006 (ACC'06), Minneapolis, USA, Jun. 2006, pp. CD-ROM.
Lirias number: 181287.

06-03

Alzate C., Suykens J.A.K., ``Kernel Component Analysis using an Epsilon Insensitive Robust Loss Function'', IEEE Transactions on Neural Networks, vol. 19, no. 9, Sep. 2008, pp. 1583-1598.
Lirias number: 219311.

06-114

Hillier D., Xavier de Souza S., Suykens J.A.K., Vandewalle J., ``CNNOPT : Learning dynamics and CNN chip-specific robustness'', in Proc. of the 10th IEEE International Workshop on Cellular Neural Networks and their applications (CNNA'2006), Istanbul, Turkey, Aug. 2006, pp. 114-119.
Lirias number: 180838.

06-115

Xavier de Souza S., Van Dyck M., Suykens J.A.K., Vandewalle J., ``Fast and Robust Face Tracking for CNN chips: application to wheelchair driving'', in Proc. of the 10th IEEE International Workshop on Cellular Neural Networks and their Applications (CNNA'2006), Istanbul, Turkey, Aug. 2006, pp. 200-205.
Lirias number: 180836.

06-150

Debruyne M., Christmann A., Hubert M., Suykens J.A.K., ``Robustness of reweighted least squares kernel based regression'', Journal of Multivariate Analysis, vol. 101, no. 2, Feb. 2010, pp. 447-463.
Lirias number: 213381.

06-180

Pelckmans K., Suykens J.A.K., De Moor B., ``Robust Inference for Empirical Graphs: A Compression Approach'', Technical Report 06-180, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 2006.
Lirias number: x.

08-38

Falck T., Espinoza M., Suykens J.A.K., De Moor B., ``A Perturbation Analysis using Second Order Cone Programming for Robust Kernel Based Regression'', Technical Report 08-38, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 2008.
Lirias number: 242636.

08-107

Imsland L., Rossiter J.A., Pluymers B., Suykens J.A.K., ``Robust triple mode MPC'', International Journal of Control, vol. 81, no. 4, Apr. 2008, pp. 679-689.
Lirias number: 219326.

09-46

De Brabanter K., Pelckmans K., De Brabanter J., Debruyne M., Suykens J.A.K., Hubert M., De Moor B., ``Robustness of Kernel Based Regression: a Comparison of Iterative Weighting Schemes'', in Proc. of the 19th International Conference on Artificial Neural Networks (ICANN), Limassol, Cyprus, Sep. 2009, pp. 100-110.
Lirias number: 242207.

09-54

Falck T., Suykens J.A.K., De Moor B., ``Robustness Analysis for Least Squares Kernel Based Regression: an Optimization Approach'', in Proc. of the 48th IEEE Conference on Decision and Control (CDC 2009), Shanghai, China, Dec. 2009, pp. 6774-6779.
Lirias number: 243264.

10-246

De Brabanter K., Karsmakers P., De Brabanter J., Pelckmans K., Suykens J.A.K., De Moor B., ``On Robustness in Kernel Based Regression'', in NIPS 2010 Workshop Robust Statistical Learning (ROBUSTML) (NIPS 2010), Whistler, Canada, Dec. 2010.
Lirias number: 282708.

12-05

De Brabanter K., De Brabanter J., Suykens J.A.K., Vandewalle J., De Moor B., ``Robustness of Kernel Based Regression: Influence and Weight Functions'', in Proc. of the 2012 IEEE World Congress on Computational Intelligence (IJCNN), Brisbane, Australia, Jun. 2012, pp. 3387-3394.
Lirias number: 339601.

12-73

Varon C., Testelmans D., Buyse B., Suykens J.A.K, Van Huffel S., ``Robust artefact detection in long-term ECG recordings based on autocorrelation function similarity and percentile analysis'', in Proc. of the 34th Annual International Conference of the Engineering in Medicine and Biology Society (IEEE EMBC), San Diego, CA US, Aug. 2012, pp. 3151-3154.
Lirias number: 358583.

14-22

Claesen M., De Smet F., Suykens J., De Moor B., ``A Robust Ensemble Approach to Learn From Positive and Unlabeled Data Using SVM Base Models'', Neurocomputing, Special Issue on Advances in Learning With Label Noise, vol. 160, Jul. 2015, pp. 73-84.
Lirias number: 467756.

14-61

Yang Y., Feng Y., Suykens J.A.K., ``A Nonconvex Relaxation Approach to Robust Matrix Completion'', Technical Report 14-61, ESAT-STADIUS, KU Leuven (Leuven, Belgium), 2014.
Lirias number: x.

14-62

Feng Y., Yang Y., Suykens J. A. K., ``Robust gradient learning with applications'', IEEE Transactions on Neural Networks and Learning Systems, vol. 27, no. 4, Apr. 2016, pp. 822-835.
Lirias number: 494677.

14-97

Yang Y., Feng Y., Suykens J.A.K., ``Robust Low Rank Tensor Recovery with Regularized Redescending M-Estimator'', IEEE Transactions on Neural Networks and Learning Systems, vol. 27, no. 9, Sep. 2016, pp. 1933-1946.
Lirias number: 505540.

15-164

Feng Y., Yang Y., Huang X., Mehrkanoon S., Suykens J., ``Robust Support Vector Machines for Classification with Nonconvex and Smooth Losses'', Neural Computation, vol. 28, no. 6, 2016, pp. 1217-1247.
Lirias number: 527750.

16-142

Yang Y., Feng Y., Suykens J.A.K., ``Robust Matrix Completion through Nonconvex Approaches and Efficient Algorithms'', in Chapter 8 Handbook of Robust Low-Rank and Sparse Matrix Decomposition, (Bouwmans T., Serhat Aybat N., and Zahzah E., eds.), Chapmann and Hall (London, UK), 2016, pp. 210 -228.
Lirias number: 548760.

16-209

Alaiz C.M., Fanuel M., Suykens J.A.K., ``Robust Classification of Graph-Based Data'', Data Mining and Knowledge Discovery, vol. 33, no. 1, Jan. 2019, pp. 230-251.
Lirias number: 2361833.

20-10

Pandey A., Schreurs J., Suykens J. A. K., ``Robust Generative Restricted Kernel Machines using Weighted Conjugate Feature Duality'', in Lecture Notes in Computer Science, (Nicosia G., Ojha V., La Malfa E., Jansen G., Sciacca V., Pardalos P., Giuffrida G., and Umeton R., eds.), Proc. of the Machine Learning, Optimization, and Data Science, LOD 2020, Siena, Italy., vol. 12565 of LNCS, pp. 613-624.
Lirias number: 3068794.

23-87

Tonin F., Lambert A., Patrinos P., Suykens J.A.K., ``Extending Kernel PCA through Dualization: Sparsity, Robustness and Fast Algorithms'', in Proc. of the 40th International Conference on Machine Learning (ICML), Hawai, USA, Jul. 2023, 34379 p.
Lirias number: 4090739.

24-28

Kontras K., Chatzichchristos C., Phan H., Suykens J., De Vos M., ``CoRe-Sleep : A multimodal fusion Framework for Time Series Robust to Imperfect Modalities'', IEEE Tranactions on Neural Systems and Rehabilitation Engineering, vol. 32, 2024, pp. 840-849.
Lirias number: 4146863.