Liu, microbiota

Liu:
mirage correlation versus real causation

direct inhibition versus indirect stimulation

microbial dynamics = intrinsic dynamics + network structrue * coupling functions

symbolic regression, chen, angulo liu, biorix

Dissimilarity - overlap curve (DOC) analysis, Bashan, Gibosn, Liu, Nature 2016.

renormalization of species abundance

Q: direction of the edges in microbial networks? 

universal dynamics

strongly interacting species

steady-sampling, sign matrix, Xiao, .., Liu, accepted, Nature Communication. 2017
prior knowledge (on the species?)