PPC: Popularity Prediction Caching in ICN

Thriving future network conceives embedding the ubiquitous in-network caching. The fine-grained cache behavior reveals an intimate relationship among contents in the same stream-sequenced contents have similar cache behavior. This letter presents a novel cache replacement method named popularity pre...

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Veröffentlicht in:IEEE communications letters 2018-01, Vol.22 (1), p.5-8
Hauptverfasser: Zhang, Yuanzun, Tan, Xiaobin, Li, Weiping
Format: Artikel
Sprache:eng
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Zusammenfassung:Thriving future network conceives embedding the ubiquitous in-network caching. The fine-grained cache behavior reveals an intimate relationship among contents in the same stream-sequenced contents have similar cache behavior. This letter presents a novel cache replacement method named popularity prediction caching (PPC) for chunk-level cache by discovering the relevance among video chunks in information centric network from the perspective of user watching behavior. PPC predicts and caches the future most popular chunks and evicts those with least future popularity in a linear complexity. Simulations in a GEANT model show that PPC outperforms cache policy based on content popularity, least recently used, least frequently used, and first in first out.
ISSN:1089-7798
1558-2558
DOI:10.1109/LCOMM.2017.2731312