Overlay Design for Topic-based Publish/Subscribe under Node Degree Constraints

Chen Chen, Yoav Tock, and Hans-Arno Jacobsen.

In 36th IEEE International Conference on Distributed Computing Systems (ICDCS), Nara, Japan, June 2016.
Acceptance rate: 17.6%. 68 papers accepted out of 386 submissions.

Abstract

It is important to construct overlays for topic-based publish/subscribe (pub/sub) under resource constraints. In a topic-connected overlay (TCO), each topic induces a connected sub-overlay among all nodes interested in this topic. Existing work merely consider how to optimize a complete TCO and implicitly commit the unrealistic assumption of unlimited resources.

In contrast, we make maximum use of restricted node degree budgets to build a partial TCO. We formalize the notion of TCO support to capture the quality of the pub/sub overlay. Furthermore, we demonstrate that partial TCOs usually exhibit significantly better cost-effectiveness in practice.

We propose two problems of maximizing TCO support in a partial TCO: (1) PtcoA with a bounded average node degree and (2) PtcoM under the maximum node degree constraint. We design two greedy algorithms, which achieve the constant approximation ratios of (1 − e^{−1}) for PtcoA and (1 − e^{−1/6}) for PtcoM, respectively.

Empirical evaluation demonstrates the scalability of our algorithms under a variety of pub/sub workloads. Given practical data sets extracted from Facebook and Twitter, our algorithms produce an 80% TCO with fewer than 20% of the node degree budget as a complete TCO. We also show experimentally that it is promising to design decentralized protocols to compute a partial TCO for pub/sub.

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Tags: icdcs16, overlay, pub/sub


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