Pengzhou Wu

Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method

We address the problem of distinguishing cause from effect in bivariate setting. Based on recent developments in nonlinear independent component analysis (ICA), we train general nonlinear causal models that are implemented by neural networks and allow non-additive noise. Further, we build an ensembl…