Interactive Sensing and Decision Making in Social Networks

作者: Vikram Krishnamurthy

DOI: 10.1561/2000000048

关键词:

摘要: The proliferation of social media such as real time microblogging and online reputation systems facilitate sensing patterns behavior. In the last decade, decision making in networks have witnessed significant progress electrical engineering, computer science, economics, finance, sociology research communities. Research this area involves interaction dynamic random graphs, socio-economic analysis, statistical inference algorithms. This monograph provides a survey, tutorial development, discussion four highly stylized examples: learning for interactive sensing; tracking degree distribution networks; information diffusion; coordination via game-theoretic learning. Each examples is motivated by practical examples, comprises literature survey together with careful problem formulation mathematical analysis. Despite being stylized, these provide rich variety models, algorithms analysis tools that are readily accessible to signal processing, control/systems theory, applied mathematics audience.

参考文章(7)
William Zame, Jie Xu, Mihaela van der Schaar, Winning the Lottery: Learning Perfect Coordination With Minimal Feedback IEEE Journal of Selected Topics in Signal Processing. ,vol. 7, pp. 846- 857 ,(2013) , 10.1109/JSTSP.2013.2259465
Qing Zhao, Edwin K. P. Chong, Bhaskar Krishnamachari, Amir Leshem, Sean Meyn, Venugopal V. Veeravalli, Introduction to the Issue on Learning-Based Decision Making in Dynamic Systems Under Uncertainty IEEE Journal of Selected Topics in Signal Processing. ,vol. 7, pp. 743- 745 ,(2013) , 10.1109/JSTSP.2013.2263591
A. Zoubir, V. Krishnamurthy, A. Sayed, Signal Processing Theory and Methods [In the Spotlight] IEEE Signal Processing Magazine. ,vol. 28, pp. 152- 156 ,(2011) , 10.1109/MSP.2011.941987
Yu Zhang, Mihaela van der Schaar, Robust Reputation Protocol Design for Online Communities: A Stochastic Stability Analysis IEEE Journal of Selected Topics in Signal Processing. ,vol. 7, pp. 907- 920 ,(2013) , 10.1109/JSTSP.2013.2263785
Yu Zhang, Mihaela van der Schaar, Strategic Networks: Information Dissemination and Link Formation Among Self-Interested Agents IEEE Journal on Selected Areas in Communications. ,vol. 31, pp. 1115- 1123 ,(2013) , 10.1109/JSAC.2013.130613