hoi.metrics

hoi.metrics#

Metrics of HOI.

Network behavior#

Oinfo(x[, y, multiplets, verbose])

O-information.

InfoTopo(x[, y, verbose])

Topological Information.

TC(x[, y, multiplets, verbose])

Total correlation.

DTC(x[, y, multiplets, verbose])

Dual total correlation.

Sinfo(x[, y, multiplets, verbose])

S-information.

RedundancyphiID(x[, multiplets, verbose])

Redundancy (phiID).

SynergyphiID(x[, multiplets, verbose])

Synergy (phiID).

Network encoding#

GradientOinfo(x, y[, multiplets, ...])

First order Gradient O-information.

RSI(x, y[, multiplets, verbose])

Redundancy-Synergy Index (RSI).

RedundancyMMI(x, y[, multiplets, verbose])

Redundancy estimated using the Minimum Mutual Information.

SynergyMMI(x, y[, multiplets, verbose])

Synergy estimated using the Minimum Mutual Information.

InfoTot(x, y[, multiplets, verbose])

Total information.