Spectral Deconfounding for High-Dimensional Sparse Additive Models

Cyrill Scheidegger, Zijian Guo, Peter Bühlmann

Many high-dimensional data sets suffer from hidden confounding which affects both the predictors and the response of interest. In such situations, standard regression methods or al…