28 citations · 98 across the 47 of their papers we have counts for
3 papers · 1 filter
Improved PAC-Bayesian Bounds for Linear Regression
Vera Shalaeva, Alireza Fakhrizadeh Esfahani, Pascal Germain +1
In this paper, we improve the PAC-Bayesian error bound for linear regression derived in Germain et al. [10]. The improvements are twofold. First, the proposed error bound is tighte…
Realization and identification algorithm for stochastic LPV state-space models with exogenous inputs
Manas Mejari, Mihaly Petreczky
In this paper, we present a realization and an identification algorithm for stochastic Linear Parameter-Varying State-Space Affine (LPV-SSA) representations. The proposed realizati…
Realization theory of recurrent neural networks and rational systems
Thibault Defourneau, Mihaly Petreczky
In this paper, we show that, under mild assumptions, input-output behavior of a continous-time recurrent neural network (RNN) can be represented by a rational or polynomial nonline…