Abstract
We consider the consensus interdiction problem (CIP), in which the goal is to maximize the convergence time of consensus averaging dynamics subject to removing a limited number of network edges. We first show that CIP can be cast as an effective resistance interdiction problem (ERIP), in which the goal is to remove a limited number of network edges to maximize the effective resistance between a source node and a sink node. We show that ERIP is strongly NP-hard, even for bipartite graphs of diameter three with fixed source/sink edges, and establish the same hardness result for the CIP. We then show that both ERIP and CIP cannot be approximated up to a (nearly) polynomial factor assuming the exponential time hypothesis. Subsequently, we devise a polynomial-time mn-approximation algorithm for the ERIP that only depends on the number of nodes n and the number of edges m but is independent of the size of edge resistances. Finally, using a quadratic program formulation for the CIP, we devise an iterative approximation algorithm to find a first-order stationary solution for the CIP and evaluate its good performance through numerical experiments.
| Original language | English (US) |
|---|---|
| Pages (from-to) | 2718-2744 |
| Number of pages | 27 |
| Journal | SIAM Journal on Optimization |
| Volume | 32 |
| Issue number | 4 |
| Early online date | Nov 9 2022 |
| DOIs | |
| State | Published - Dec 2022 |
Keywords
- approximation algorithm
- computational complexity
- consensus interdiction
- effective resistance interdiction
- network averaging dynamics
- quadratic programming
ASJC Scopus subject areas
- Software
- Theoretical Computer Science
- Applied Mathematics
Fingerprint
Dive into the research topics of 'MAXIMIZING CONVERGENCE TIME in NETWORK AVERAGING DYNAMICS SUBJECT to EDGE REMOVAL'. Together they form a unique fingerprint.Cite this
- APA
- Standard
- Harvard
- Vancouver
- Author
- BIBTEX
- RIS