Better Approximation Algorithms for Technology Diffusion

Motivated by cascade effects arising in network technology upgrade processes in the Internet, Goldberg and Liu [SODA, 2013] recently introduced the following natural technology diffusion problem. Given a graph G = (V,E), and thresholds θ(v), for all v ∈ V. A vertex u activates if it is adjacent to a connected component of active nodes of size at least θ(v). The goal is to find a seed set \(\mathcal{A}\) whose initial activation would trigger a cascade activating the entire graph.

[1]  Mark S. Granovetter Threshold Models of Collective Behavior , 1978, American Journal of Sociology.

[2]  E. David,et al.  Networks, Crowds, and Markets: Reasoning about a Highly Connected World , 2010 .

[3]  Yuval Rabani,et al.  Approximation Algorithms for Constrained Node Weighted Steiner Tree Problems , 2007, SIAM J. Comput..

[4]  Sharon Goldberg,et al.  Let the market drive deployment: a strategy for transitioning to BGP security , 2011, SIGCOMM.

[5]  Éva Tardos,et al.  Maximizing the Spread of Influence through a Social Network , 2015, Theory Comput..

[6]  T. Schelling Micromotives and Macrobehavior , 1978 .

[7]  Jochen Könemann,et al.  An LMP O(log n)-Approximation Algorithm for Node Weighted Prize Collecting Steiner Tree , 2013, 2013 IEEE 54th Annual Symposium on Foundations of Computer Science.

[8]  Laurence A. Wolsey,et al.  An analysis of the greedy algorithm for the submodular set covering problem , 1982, Comb..

[9]  Matthew Richardson,et al.  Mining knowledge-sharing sites for viral marketing , 2002, KDD.

[10]  Matthew Richardson,et al.  Mining the network value of customers , 2001, KDD '01.

[11]  Tim Roughgarden,et al.  Algorithmic Game Theory , 2007 .

[12]  Jacob Goldenberg,et al.  Talk of the Network: A Complex Systems Look at the Underlying Process of Word-of-Mouth , 2001 .

[13]  Roch Guérin,et al.  Fostering IPv6 migration through network quality differentials , 2010, CCRV.

[14]  Sharon Goldberg,et al.  Technology Diffusion in Communication Networks , 2012, ArXiv.