TY - JOUR
T1 - A preferential attachment model with random initial degrees
AU - Deijfen, M.
AU - Esker, van den, H.
AU - Hofstad, van der, R.W.
AU - Hooghiemstra, G.
PY - 2009
Y1 - 2009
N2 - In this paper, a random graph process {G(t)} t=1 is studied and its degree sequence is analyzed. Let {W t } t=1 be an i.i.d. sequence. The graph process is defined so that, at each integer time t, a new vertex with W t edges attached to it, is added to the graph. The new edges added at time t are then preferentially connected to older vertices, i.e., conditionally on G(t-1), the probability that a given edge of vertex t is connected to vertex i is proportional to d i (t-1)+d, where d i (t-1) is the degree of vertex i at time t-1, independently of the other edges. The main result is that the asymptotical degree sequence for this process is a power law with exponent t=min{tW,tP}, where tW is the power-law exponent of the initial degrees {W t } t=1 and tP the exponent predicted by pure preferential attachment. This result extends previous work by Cooper and Frieze.
AB - In this paper, a random graph process {G(t)} t=1 is studied and its degree sequence is analyzed. Let {W t } t=1 be an i.i.d. sequence. The graph process is defined so that, at each integer time t, a new vertex with W t edges attached to it, is added to the graph. The new edges added at time t are then preferentially connected to older vertices, i.e., conditionally on G(t-1), the probability that a given edge of vertex t is connected to vertex i is proportional to d i (t-1)+d, where d i (t-1) is the degree of vertex i at time t-1, independently of the other edges. The main result is that the asymptotical degree sequence for this process is a power law with exponent t=min{tW,tP}, where tW is the power-law exponent of the initial degrees {W t } t=1 and tP the exponent predicted by pure preferential attachment. This result extends previous work by Cooper and Frieze.
U2 - 10.1007/s11512-007-0067-4
DO - 10.1007/s11512-007-0067-4
M3 - Article
VL - 47
SP - 41
EP - 72
JO - Arkiv för Matematik
JF - Arkiv för Matematik
SN - 0004-2080
IS - 1
ER -