598 citations · 1.6k across the 66 of their papers we have counts for
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3 papers · 1 filter
stat.ML2016★ 1 cited
Spectral community detection in heterogeneous large networks
Hafiz Tiomoko Ali, Romain Couillet
In this article, we study spectral methods for community detection based on -parametrized normalized modularity matrix hereafter called in heterogeneous graph mode…
stat.ML2016
Random matrices meet machine learning: a large dimensional analysis of LS-SVM
Zhenyu Liao, Romain Couillet
This article proposes a performance analysis of kernel least squares support vector machines (LS-SVMs) based on a random matrix approach, in the regime where both the dimension of…
cs.LG2016★ 18 cited
The Asymptotic Performance of Linear Echo State Neural Networks
Romain Couillet, Gilles Wainrib, Harry Sevi +1
In this article, a study of the mean-square error (MSE) performance of linear echo-state neural networks is performed, both for training and testing tasks. Considering the realisti…