8 citations · 13 across the 6 of their papers we have counts for
6 papers
Sparsification of the regularized magnetic Laplacian with multi-type spanning forests
Michaël Fanuel, Rémi Bardenet
In this paper, we consider a -connection graph, that is, a graph where each oriented edge is endowed with a unit modulus complex number that is conjugated under orienta…
Nonparametric estimation of continuous DPPs with kernel methods
Michaël Fanuel, Rémi Bardenet
Determinantal Point Process (DPPs) are statistical models for repulsive point patterns. Both sampling and inference are tractable for DPPs, a rare feature among models with negativ…
Determinantal Point Processes Implicitly Regularize Semi-parametric Regression Problems
Michaël Fanuel, Joachim Schreurs, Johan A. K. Suykens
Semi-parametric regression models are used in several applications which require comprehensibility without sacrificing accuracy. Typical examples are spline interpolation in geophy…
Denoising modulo samples: k-NN regression and tightness of SDP relaxation
Michaël Fanuel, Hemant Tyagi
Many modern applications involve the acquisition of noisy modulo samples of a function , with the goal being to recover estimates of the original samples of . For a Lipschitz…
Ensemble Kernel Methods, Implicit Regularization and Determinantal Point Processes
Joachim Schreurs, Michaël Fanuel, Johan A. K. Suykens
By using the framework of Determinantal Point Processes (DPPs), some theoretical results concerning the interplay between diversity and regularization can be obtained. In this pape…
Deformed Laplacians and spectral ranking in directed networks
Michaël Fanuel, Johan A. K. Suykens
A deformation of the combinatorial Laplacian is proposed, consisting in a generalization of several existing Laplacians. As particular cases of this construction, the dilation Lapl…