Title :
Distributed routing in networks using affinity propagation
Author :
Shamaiah, Manohar ; Lee, Sang Hyun ; Vishwanath, Sriram ; Vikalo, Haris
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Texas at Austin, Austin, TX, USA
Abstract :
This paper applies affinity propagation (AP) to develop distributed solutions for routing over networks. AP is a message passing algorithm for unsupervised learning. This paper demonstrates that AP can be generalized and applied to a wide class of problems in networking. In particular, AP can be used to develop distributed routing mechanisms for networks. Simulation results demonstrate that the proposed schemes compare favorably with the existing methods.
Keywords :
learning (artificial intelligence); message passing; pattern clustering; telecommunication network routing; affinity propagation; distributed network routing; message passing algorithm; unsupervised learning; Approximation algorithms; Clustering algorithms; Euclidean distance; Optimization; Resource management; Routing; Wireless communication; Affinity propagation; Distributed routing;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946298
