David Watson

Causal ASCEND: Scalable Two-tier Causal Discovery on High Dimensional Multi-omics Data

Stephen Asiedu, David Watson

Biological systems exhibit a hierarchical structure, characterised by directed flow from upstream regulators to downstream effects. Although this ordering provides a natural scaffold for causal inference, most causal discovery and GRN methods either ignore the tiered organisation…Read more