Nicolas P. Couellan

Publication Activity (10 Years)

Years Active: 1996-2021
Publications (10 Years): 10

Top Topics

Nonlinear Programming

Supervised Classification

Top Venues

Ann. Math. Artif. Intell.

RAIRO Oper. Res.

Comput. Stat. Data Anal.

Publications

Nicolas P. Couellan
Probabilistic robustness estimates for feed-forward neural networks. Neural Networks 142 (2021)
Nicolas P. Couellan
The Coupling Effect of Lipschitz Regularization in Neural Networks. SN Comput. Sci. 2 (2) (2021)
Nicolas P. Couellan, Sophie Jan
Feature uncertainty bounds for explicit feature maps and large robust nonlinear SVM classifiers. Ann. Math. Artif. Intell. 88 (1-3) (2020)
Nicolas P. Couellan
The coupling effect of Lipschitz regularization in deep neural networks. CoRR (2019)
Laurent Risser, Quentin Vincenot, Nicolas P. Couellan, Jean-Michel Loubes
Using Wasserstein-2 regularization to ensure fair decisions with Neural-Network classifiers. CoRR (2019)
Nicolas P. Couellan
A note on supervised classification and Nash-equilibrium problems. RAIRO Oper. Res. 51 (2) (2017)
Nicolas P. Couellan, Sophie Jan
Feature uncertainty bounding schemes for large robust nonlinear SVM classifiers. CoRR (2017)
Nicolas P. Couellan, Wenjuan Wang
Uncertainty-safe large scale support vector machines. Comput. Stat. Data Anal. 109 (2017)
Nicolas P. Couellan, Wenjuan Wang
Bi-level stochastic gradient for large scale support vector machine. Neurocomputing 153 (2015)
Nicolas P. Couellan, Sophie Jan, Tom Jorquera, Jean-Pierre Georgé
Self-adaptive Support Vector Machine: A multi-agent optimization perspective. Expert Syst. Appl. 42 (9) (2015)
Nicolas P. Couellan, Sophie Jan
Incremental accelerated gradient methods for SVM classification: study of the constrained approach. Comput. Manag. Sci. 11 (4) (2014)
Nicolas P. Couellan, Theodore B. Trafalis
On-line SVM learning via an incremental primal-dual technique. Optim. Methods Softw. 28 (2) (2013)
Nicolas P. Couellan, Theodore B. Trafalis
An incremental primal-dual method for nonlinear programming with special structure. Optim. Lett. 7 (1) (2013)
Theodore B. Trafalis, Nicolas P. Couellan, Sébastien C. Bertrand
Training of supervised neural networks via a nonlinear primal-dual interior-point method. ICNN (1997)
Theodore B. Trafalis, Nicolas P. Couellan
Neural network training via an affine scaling quadratic optimization algorithm. Neural Networks 9 (3) (1996)