8 citations · 13 across the 6 of their papers we have counts for
3 papers · 1 filter
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…