This paper carries out sparse-penalized deep neural networks predictors ...
We consider the nonparametric regression and the classification problems...
This paper considers deep neural networks for learning weakly dependent
...
In this paper, we perform deep neural networks for learning ψ-weakly
dep...
We consider statistical learning question for ψ-weakly dependent
process...
We consider the model selection problem for a large class of time series...
This paper studies the model selection problem in a large class of causa...
We consider an epidemic change-point detection in a large class of causa...
We consider the change-point detection in multivariate continuous and in...
In this paper, we consider the structural change in a class of discrete
...
In this paper, we study a general class of causal processes with exogeno...
We consider the strongly consistent question for model selection in a la...
We consider together the retrospective and the sequential change-point
d...
In this article, we study a robust estimation method for a general class...
We consider an integer-valued time series Y=(Y_t)_t∈ where the models
af...
This paper deals with the problem of model selection for a general class...
This paper proposes a piecewise autoregression for general integer-value...
This paper studies the model selection problem in a large class of causa...