DocumentCode :
2849714
Title :
Student admission matching based content-cache allocation
Author :
Yunan Gu ; Yanru Zhang ; Miao Pan ; Zhu Han
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Houston, Houston, TX, USA
fYear :
2015
fDate :
9-12 March 2015
Firstpage :
2179
Lastpage :
2184
Abstract :
As a support to the backend storage, the content caching technique is of great importance to online social networks (e.g., Facebook), in reducing the request service latency and improving user satisfaction. However, the limited caching capacity and booming user data pose great challenges for the content-cache allocation. In this paper, we propose a three-layer content caching model, and focus on how to efficiently allocation contents to caches in order to minimize the overall service latency. We try to tackle this issue by utilizing both centralized Mix Integer Linear Programming (MILP) optimization and by modeling it as a distributed student admission (SA) stable matching problem. In the SA model, we leverage the resident-oriented Gale-Shapley (RGS) algorithm to yield a stable matching between contents and cache centers. We compare the performance between the centralized and distributed algorithms in terms of system welfare and computation analysis. Through numerical results, we prove the effectiveness of our proposed methods.
Keywords :
cache storage; integer programming; linear programming; social networking (online); Facebook; MILP optimization; backend storage; centralized algorithm; content-cache allocation; distributed algorithm; distributed student admission; mix integer linear programming; online social network; request service latency; resident-oriented Gale-Shapley algorithm; student admission matching; three-layer content caching model; Browsers; Cache storage; Complexity theory; Delays; Facebook; Optimization; Resource management; MILP; data caching; matching theory; resident-oriented Gale-Shapley algorithm; student admission;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2015 IEEE
Conference_Location :
New Orleans, LA
Type :
conf
DOI :
10.1109/WCNC.2015.7127805
Filename :
7127805
Link To Document :
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