2 papers
stat.ML2019
ASNI: Adaptive Structured Noise Injection for shallow and deep neural networks
Beyrem Khalfaoui, Joseph Boyd, Jean-Philippe Vert
Dropout is a regularisation technique in neural network training where unit activations are randomly set to zero with a given probability \emph{independently}. In this work, we pro…
q-bio.QM2018
DropLasso: A robust variant of Lasso for single cell RNA-seq data
Beyrem Khalfaoui, Jean-Philippe Vert
Single-cell RNA sequencing (scRNA-seq) is a fast growing approach to measure the genome-wide transcriptome of many individual cells in parallel, but results in noisy data with many…