Visibility graphs
Primary reference: Lacasa et al. (2008) Proc. Natl. Acad. Sci. 105, 4972–4975.
Horizontal (HVG) and natural (NVG) visibility graphs connect time samples when no intermediate sample blocks line-of-sight visibility in the time-amplitude plane.
Assumptions
Samples are ordered and equally spaced (or treated as such).
Mean HVG degree ≈ 4 for i.i.d. random series (literature fixture:
hvg_mean_degree_gaussian).Strictly monotone series form a consecutive chain (
hvg_monotone_edges).
Directed irreversibility
Reference: Lacasa et al. (2012) Sci. Rep. 2, 378.
visibility_irreversibility() compares forward vs reversed visibility statistics.
Asymmetric ramps should yield positive irreversibility scores.
API
ts2net.causal.visibility.visibility_irreversibility()