EoN.SIR_compact_effective_degree

EoN.SIR_compact_effective_degree(Skappa0, I0, R0, SI0, tau, gamma, tmin=0, tmax=100, tcount=1001, return_full_data=False)[source]

Encodes system (5.43) of Kiss, Miller, & Simon. Please cite the book if using this algorithm.

dot{S}_kappa = <I> [-(tau+gamma) kappa S_kappa
  • gamma(kappa+1)S_{kappa+1}

[dot{SI}] = -(tau+gamma)[SI]
  • tau(<I> - 2 <I>^2) sum_{kappa} kappa(kappa-1) S_kappa

dot{R} = gamma I <I> = [SI]/sum_kappa kappa S_kappa S = sum_kappa S_kappa I = N - S - R

Arguments:
Skappa0numpy array

from S_0(0) up to S_kappamax(0) of number susceptible with each effective degree Skappa = number of nodes that are susceptible and have kappa non-recovered neighbors

I0 number

number of infected individuals at time 0

R0 number

initial number recovered

SI0 number

initial number of SI edges

tau positive float

transmission rate

gamma number

recovery rate

tmin number (default 0)

minimum report time

tmax number (default 100)

maximum report time

tcount integer (default 1001)

number of reports

return_full_data boolean

tells whether to just return times, S, I, R or all calculated data.

Returns:

if return_full_data==False

times np.array of times

S np.array of number susceptible

I np.array of number infected

R np.array of number recovered

else

times as before

S number susceptible

I number infected

R number recovered

SI S_{s,i}

number of SI edges