Diffusion strategies for adaptation and learning over networks: an examination of distributed strategies and network behavior

作者: Ali H. Sayed , Sheng-Yuan Tu , Jianshu Chen , Xiaochuan Zhao , Zaid J. Towfic

DOI: 10.1109/MSP.2012.2231991

关键词:

摘要: Nature provides splendid examples of real-time learning and adaptation behavior that emerges from highly localized interactions among agents of limited capabilities. For example, schools of fish are remarkably apt at configuring their topologies almost instantly in the face of danger [1]: when a predator arrives, the entire school opens up to let the predator through and then coalesces again into a moving body to continue its schooling behavior. Likewise, in bee swarms, only a small fraction of the agents (about 5%) are informed, and …

参考文章(73)
Angelia Nedić, Asuman Ozdaglar, Cooperative distributed multi-agent optimization Convex Optimization in Signal Processing and Communications. pp. 340- 386 ,(2009) , 10.1017/CBO9780511804458.011
Federico S. Cattivelli, Ali H. Sayed, Diffusion mechanisms for fixed-point distributed Kalman smoothing european signal processing conference. pp. 1- 5 ,(2008) , 10.5281/ZENODO.41205
David Sumpter, Jerome Buhl, Dora Biro, Iain Couzin, Information transfer in moving animal groups Theory in Biosciences. ,vol. 127, pp. 177- 186 ,(2008) , 10.1007/S12064-008-0040-1
Jianshu Chen, Ali H. Sayed, Distributed pareto-optimal solutions via diffusion adaptation ieee signal processing workshop on statistical signal processing. pp. 648- 651 ,(2012) , 10.1109/SSP.2012.6319784
Zaid J. Towfic, Jianshu Chen, Ali H. Sayed, Distributed throughput optimization over P2P mesh networks using diffusion adaptation international conference on communications. pp. 648- 652 ,(2012) , 10.1109/ICC.2012.6364457
A. H. SAYED, C. G. LOPES, Adaptive Processing over Distributed Networks IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences. ,vol. 90, pp. 1504- 1510 ,(2007) , 10.1093/IETFEC/E90-A.8.1504
S.U. Pillai, T. Suel, Seunghun Cha, The Perron-Frobenius theorem: some of its applications IEEE Signal Processing Magazine. ,vol. 22, pp. 62- 75 ,(2005) , 10.1109/MSP.2005.1406483
D. Hummel, Aerodynamic aspects of formation flight in birds Journal of Theoretical Biology. ,vol. 104, pp. 321- 347 ,(1983) , 10.1016/0022-5193(83)90110-8
A. Nemirovski, A. Juditsky, G. Lan, A. Shapiro, Robust Stochastic Approximation Approach to Stochastic Programming SIAM Journal on Optimization. ,vol. 19, pp. 1574- 1609 ,(2009) , 10.1137/070704277
Sheng-Yuan Tu, Ali H. Sayed, Effective information flow over mobile adaptive networks 2012 3rd International Workshop on Cognitive Information Processing (CIP). pp. 1- 6 ,(2012) , 10.1109/CIP.2012.6232903