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Distributed caching over heterogeneous mobile networks

Published: 14 June 2010 Publication History

Abstract

Sharing content over a mobile network through opportunistic contacts has recently received considerable attention.
In proposed scenarios, users store content they download in a local cache and share it with other users they meet, e.g., via Bluetooth or WiFi. The storage capacity of mobile devices is typically limited; therefore, identifying which content a user should store in her cache is a fundamental problem in the operation of any such content distribution system.
In this work, we propose Psephos, a novel mechanism for determining the caching policy of each mobile user. Psephos is fully distributed: users compute their own policies individually, in the absence of a central authority. Moreover, it is designed for a heterogeneous environment, in which demand for content, access to resources, and mobility characteristics may vary across different users. Most importantly, the caching policies computed by our mechanism are optimal: we rigorously show that Psephos maximizes the system's social welfare. Our results are derived formally using techniques from stochastic approximation and convex optimization; to the best of our knowledge, our work is the first to address caching with heterogeneity in a fully distributed manner.

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Cited By

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  • (2024)Optimal Control for Antivirus Routing in Epidemiological-Based Heterogeneous Computer Network Clusters2024 American Control Conference (ACC)10.23919/ACC60939.2024.10644719(4624-4630)Online publication date: 10-Jul-2024
  • (2024)Joint Cache Allocation and Replacement for Content-Centric Network-Based Private 5G Networks: Deep Reinforcement Learning ApproachIEEE Access10.1109/ACCESS.2024.339042912(56214-56225)Online publication date: 2024
  • (2023)No-regret Caching via Online Mirror DescentACM Transactions on Modeling and Performance Evaluation of Computing Systems10.1145/36052098:4(1-32)Online publication date: 11-Aug-2023
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Published In

cover image ACM Conferences
SIGMETRICS '10: Proceedings of the ACM SIGMETRICS international conference on Measurement and modeling of computer systems
June 2010
398 pages
ISBN:9781450300384
DOI:10.1145/1811039
  • cover image ACM SIGMETRICS Performance Evaluation Review
    ACM SIGMETRICS Performance Evaluation Review  Volume 38, Issue 1
    Performance evaluation review
    June 2010
    382 pages
    ISSN:0163-5999
    DOI:10.1145/1811099
    Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 14 June 2010

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Author Tags

  1. caching
  2. content distribution
  3. heterogeneity
  4. opportunistic networks

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Cited By

View all
  • (2024)Optimal Control for Antivirus Routing in Epidemiological-Based Heterogeneous Computer Network Clusters2024 American Control Conference (ACC)10.23919/ACC60939.2024.10644719(4624-4630)Online publication date: 10-Jul-2024
  • (2024)Joint Cache Allocation and Replacement for Content-Centric Network-Based Private 5G Networks: Deep Reinforcement Learning ApproachIEEE Access10.1109/ACCESS.2024.339042912(56214-56225)Online publication date: 2024
  • (2023)No-regret Caching via Online Mirror DescentACM Transactions on Modeling and Performance Evaluation of Computing Systems10.1145/36052098:4(1-32)Online publication date: 11-Aug-2023
  • (2023)Ascent Similarity Caching With Approximate IndexesIEEE/ACM Transactions on Networking10.1109/TNET.2022.321701231:3(1173-1186)Online publication date: Jun-2023
  • (2022)SEAR: Scaling Experiences in Multi-user Augmented RealityIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2022.315046728:5(1982-1992)Online publication date: May-2022
  • (2022)GRADES: Gradient Descent for Similarity CachingIEEE/ACM Transactions on Networking10.1109/TNET.2022.3187044(1-12)Online publication date: 2022
  • (2022)Co-Cache: Inertial-Driven Infrastructure-less Collaborative Approximate Caching2022 19th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON)10.1109/SECON55815.2022.9918552(46-54)Online publication date: 20-Sep-2022
  • (2021)Online Caching Networks with Adversarial GuaranteesProceedings of the ACM on Measurement and Analysis of Computing Systems10.1145/34910475:3(1-39)Online publication date: 15-Dec-2021
  • (2021)GRADES: Gradient Descent for Similarity CachingIEEE INFOCOM 2021 - IEEE Conference on Computer Communications10.1109/INFOCOM42981.2021.9488757(1-10)Online publication date: 10-May-2021
  • (2020)Cached Files Updating Revisited: The Distribution of Popularity-Weighted Average File AgeIEEE Access10.1109/ACCESS.2020.30427728(218401-218415)Online publication date: 2020
  • Show More Cited By

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