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Hop-Constrained Metric Embeddings and their Applications

Arnold Filtser

2021Year
9Citations
10Top-tier citations

Abstract

In network design problems, such as compact routing, the goal is to route packets between nodes using the (approximated) shortest paths. A desirable property of these routes is a small number of hops, which makes them more reliable, and reduces the transmission costs. Following the overwhelming success of stochastic tree embeddings for algorithmic design, Haeupler, Hershkowitz, and Zuzic (STOC'21) studied hop-constrained Ramsey-type metric embeddings into trees. Specifically, embeddingf:G(V,E)→Tf: G(V, E)\rightarrow Thas Ramsey hop-distortion (t,M,β,ht, M,\beta, h), (heret,β,h≥1t, \beta, h\geq 1andM⊆V)M\subseteq V)if∀u∈M,v∈V, dG(β⋅h)(u,v)≤dT(u,v)≤t⋅dG(h)(u,v).t\forall u\in M, v\in V,\ d_{G}^{(\beta\cdot h)}(u, v)\leq d_{T}(u, v)\leq t\cdot d_{G}^{(h)}(u, v). tis called the distortion,β\betais called the hop-stretch, anddG(h)(u,v)d_{G}^{(h)}(u, v)denotes the minimum weight of au−vu-vpath with at mosthhhops. Haeupler et al. constructed embedding whereMMcontains1−ϵ1-\epsilonfraction of the vertices andβ=t=O(log⁡2nϵ)\beta=t=O(\frac{\log^{2}n}{\epsilon}). They used their embedding to obtain multiple bicriteria approximation algorithms for hop-constrained network design problems. In this paper, we first improve the Ramsey-type embedding to obtain parameterst=β=O~(log⁡n)ϵt=\beta=\frac{\tilde{O}(\log n)}{\epsilon}, and generalize it to arbitrary distortion parametertt(in the cost of reducing the size ofMM). This embedding immediately implies polynomial improvements for all the approximation algorithms from Haeupler et al.. Further, we construct hop-constrained clan embeddings (where each vertex has multiple copies), and use them to construct bicriteria approximation algorithms for the group Steiner tree problem, matching the state of the art of the non constrained version. Finally, we use our embedding results to construct hop constrained distance oracles, distance labeling, and most prominently, the first hop constrained compact routing scheme with provable guarantees. All our metric data structures almost match the state of the art parameters of the non-constrained versions.

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