An artificial model of hippocampal place cell neurons generating spike train signals, aka cognitive maps of topologically non-trivial physical spaces.
Persistent homology of spike train signals reveals the loop structure of geometries:
Isomap reconstruction of arena geometries from spike train signals:
UMAP reconstructions:
Diffusion maps reconstructions:
