Code for Diffusion Strategies, Adaptive Networks, Biological Networks

capture-4

capture-4

Code

GUI

ReadMe

Supported in part by:
NSF grants ECS-0601266, ECS-0725441, CCF-0942936, and CCF-1011918.

Source of images: wikimedia commons

References:

  • A. H. Sayed, S.-Y. Tu, J. Chen, X. Zhao, and Z. Towfic, “Diffusion strategies for adaptation and learning over networks,” IEEE Signal Processing Magazine, vol. 30, no. 3, pp. 155-171, May 2013. [pdf]
  • A. H. Sayed, “Diffusion adaptation over networks,” in Academic Press Library in Signal Processing, vol. 3, R. Chellapa and S. Theodoridis, editors, pp. 323-454, Academic Press, Elsevier, 2014. Also available as arXiv:1205.4220 [cs.MA], May 2012. [pdf]
  • A. H. Sayed, “Adaptive networks,” Proceedings of the IEEE, vol. 102, no. 4, pp. 460-497, Apr. 2014. [pdf]
  • A. H. Sayed, “Adaptation, learning, and optimization over networks,” Foundations and Trends in Machine Learning, vol. 7, issue 4-5, pp. 311-801, NOW Publishers, Boston-Delft, July 2014. [pdf]
  • S-Y. Tu and A. H. Sayed, “Mobile adaptive networks,” IEEE J. Selected Topics in Signal Processing, vol. 5, no. 4, pp. 649-664, Aug. 2011. [pdf]
  • S-Y. Tu and A. H. Sayed, “Cooperative prey herding based on diffusion adaptation,” Proc. ICASSP, Prague, Czech Republic, pp. 3752-3755, May 2011. [pdf]
  • F. Cattivelli and A. H. Sayed, “Modeling bird flight formations using diffusion adaptation,” IEEE Trans. Signal Process., vol. 59, no. 5, pp. 2038-2051, May 2011. [pdf]
  • F. Cattivelli and A. H. Sayed, “Diffusion strategies for distributed Kalman filtering and smoothing,” IEEE Trans. Aut. Control, vol. 55, no. 9, pp. 2069-2084, Sep. 2010. [pdf]
  • F. Cattivelli and A. H. Sayed, “Diffusion LMS strategies for distributed estimation,” IEEE Trans. Signal Process., vol. 58, no. 3, pp. 1035-1048, Mar. 2010. [pdf]
  • C. G. Lopes and A. H. Sayed, ”Diffusion least-mean squares over adaptive networks: Formulation and performance analysis,” IEEE Trans. Signal Process., vol. 56, no. 7, pp. 3122-3136, July 2008. [pdf]