Research map / Learning theory and algorithms / Clustering
Approximate Distance Oracle for Fault-Tolerant Geometric Spanners
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Presents near-linear-size approximate distance and shortest-path oracles for vertex-fault-tolerant Euclidean spanners, answering queries under a small set of failed vertices.
Problem
Approximate distance and shortest-path queries in road-network-like graphs under vertex failures, where prior general-graph oracles need quadratic space.
Approach
Builds kernel oracles on fault-tolerant Euclidean spanners using FT-structures (adapted from edge-fault structures of Chechik et al.) built only for net-vertex pairs and restricted subgraphs, giving near-linear space; path-preserving kernels plus a fault-tolerant connectivity oracle recover actual paths.
Key results
- Distance oracle answers (1+ε)-approximate distance queries in O(t^8 f^4) time for moderately far vertices with space near-linear (h(t,f,ε)·n log n), where h = exp(O(f log(tf/ε))).
- Shortest-path oracle returns an approximate path in O(f^4 log^2 n log log n + sol) time, where sol is the number of vertices in the returned path.
- Prior best vertex-fault approximate distance oracle by Duan, Gu, and Ren 2021 uses O(n^2) space, which this work improves to near-linear.
Limitations
- Hidden constants and exponential dependence on t and f (exp(O(f log(tf/ε)))) make the oracle likely impractical as stated
- Only analyzed for two-dimensional Euclidean spanners; higher dimensions only sketched in appendices
- Queries restricted to moderately far vertex pairs; close pairs are handled via generalization lemmas
Experimental setup
Metrics: space complexity construction time query time
Baselines: Duan, Gu, and Ren 2021 vertex-fault distance oracle
Builds on: Chechik et al. 2017 FT structure Duan and Pettie fault-tolerant connectivity oracle Gudmundsson et al. 2008 spanner distance oracle Duan, Gu, and Ren 2021 vertex-fault distance oracle
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