Identifying and attacking the saddle point problem in high-dimensional nonconvex optimization, Advances in neural information processing systems, pp.2933-2941, 2014. ,
The loss surfaces of multilayer networks, Artificial Intelligence and Statistics, pp.192-204, 2015. ,
Geometry of neural network loss surfaces via random matrix theory, International Conference on Machine Learning, pp.2798-2806, 2017. ,
Exact solutions to the nonlinear dynamics of learning in deep linear neural networks, 2013. ,
Harnessing neural networks: a random matrix approach, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'17), 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-01957760
A random matrix approach to neural networks, Press) Annals of Applied Probability, 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-01962070
Extreme learning machine: theory and applications, Neurocomputing, vol.70, issue.1, pp.489-501, 2006. ,
The concentration of measure phenomenon, 2005. ,
High dimensional probability, 2017. ,
Sample covariance of concentrated random vectors ,
, Topics in random matrix theory, vol.132, 2012.
Random Matrix Methods for Wireless Communications, 2011. ,
URL : https://hal.archives-ouvertes.fr/hal-00658725
, Spectral analysis of large dimensional random matrices, 2009.
The singular values and vectors of low rank perturbations of large rectangular random matrices, Journal of Multivariate Analysis, vol.111, pp.120-135, 2012. ,
URL : https://hal.archives-ouvertes.fr/hal-00575203
Spectral analysis of the gram matrix of mixture models, ESAIM: Probability and Statistics, vol.20, pp.217-237, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01215342
Least squares support vector machine classifiers, Neural processing letters, vol.9, pp.293-300, 1999. ,
A large dimensional analysis of least squares support vector machines, Journal of Machine Learning Research, 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-02048984
Fluctuations of eigenvalues and second order poincaré inequalities, Probability Theory and Related Fields, vol.143, pp.1-40, 2009. ,
The MNIST database of handwritten digits, 1998. ,