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Exact analysis of TTL cache networks
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Berger, Daniel S., Gland, Philipp, Singla, Sahil and Ciucu, Florin (2014) Exact analysis of TTL cache networks. Performance Evaluation, Volume 79 . pp. 2-23. doi:10.1016/j.peva.2014.07.001
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WRAP_Ciucu_091_bgsc_exactanalysisofttlcachenetworks_cr.pdf - Accepted Version - Requires a PDF viewer. Download (918Kb) | Preview |
Official URL: http://dx.doi.org/10.1016/j.peva.2014.07.001
Abstract
TTL caching models have recently regained significant research interest due to their connection to popular caching policies such as LRU. This paper advances the state-of-the-art analysis of TTL-based cache networks by developing two exact methods with orthogonal generality and computational complexity. The first method generalizes existing results for line networks under renewal requests to the broad class of caching policies whereby evictions are driven by stopping times; in addition to classical policies used in DNS and web caching, our stopping time model captures an emerging new policy implemented in SDN switches and Amazon web services. The second method further generalizes these results to feedforward networks with Markov arrival process (MAP) requests. MAPs are particularly suitable for non-line networks because they are closed not only under superposition and splitting, as known, but also under caching operations with phase-type (PH) TTL distributions. The crucial benefit of the two closure properties is that they jointly enable the first exact analysis of TTL feedforward cache networks in great generality. Moreover, numerical results highlight that existing Poisson approximations in binary-tree topologies are subject to relative errors as large as 30%, depending on the tree depth.
| Item Type: | Journal Article | ||||
|---|---|---|---|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||
| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
| Library of Congress Subject Headings (LCSH): | Cache memory, Querying (Computer science), Machine theory, Computer programming, Markov processes | ||||
| Journal or Publication Title: | Performance Evaluation | ||||
| Publisher: | Elsevier Science BV | ||||
| ISSN: | 0166-5316 | ||||
| Official Date: | September 2014 | ||||
| Dates: |
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| Volume: | Volume 79 | ||||
| Page Range: | pp. 2-23 | ||||
| DOI: | 10.1016/j.peva.2014.07.001 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Access rights to Published version: | Restricted or Subscription Access | ||||
| Embodied As: | 1 |
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