Search in power-law networks
Abstract
Many communication and social networks have power-law link distributions, containing a few nodes that have a very high degree and many with low degree. The high connectivity nodes play the important role of hubs in communication and networking, a fact that can be exploited when designing efficient search algorithms. We introduce a number of local search strategies that utilize high degree nodes in power-law graphs and that have costs scaling sublinearly with the size of the graph. We also demonstrate the utility of these strategies on the GNUTELLA peer-to-peer network.
- Publication:
-
Physical Review E
- Pub Date:
- October 2001
- DOI:
- arXiv:
- arXiv:cs/0103016
- Bibcode:
- 2001PhRvE..64d6135A
- Keywords:
-
- 89.75.Fb;
- 05.50.+q;
- 05.40.-a;
- 89.75.Da;
- Structures and organization in complex systems;
- Lattice theory and statistics;
- Fluctuation phenomena random processes noise and Brownian motion;
- Systems obeying scaling laws;
- Computer Science - Networking and Internet Architecture;
- Condensed Matter - Disordered Systems and Neural Networks;
- Condensed Matter - Statistical Mechanics;
- Computer Science - Performance;
- C.2.1
- E-Print:
- 17 pages, 14 figures