Centralized Coded Caching Schemes: A Hypergraph Theoretical Approach

被引:96
作者
Chong Shangguan [1 ]
Zhang, Yiwei [2 ]
Ge, Gennian [3 ]
机构
[1] Zhejiang Univ, Sch Math Sci, Hangzhou 310027, Zhejiang, Peoples R China
[2] Capital Normal Univ, Sch Math Sci, Beijing 100048, Peoples R China
[3] Guangzhou Univ, Sch Math & Informat Sci, Guangzhou 510006, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Centralized coded caching; placement delivery array; (6,3)-free hypergraph;
D O I
10.1109/TIT.2018.2847679
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The centralized coded caching scheme is a technique proposed by Maddah-Ali and Niesen as a method to reduce the network burden in peak times in a wireless network system. Yan et al reformulate the problem as designing a corresponding placement delivery array and propose two new schemes from this perspective. These schemes significantly reduce the rate compared with the uncoded caching schemes. However, to implement these schemes, each file should be cut into F pieces, where F grows exponentially with the number of users K. Such a constraint is obviously infeasible in the practical setting, especially when K is large. Thus, it is desirable to design caching schemes with constant rate R (independent of K) as well as smaller F. In this paper, we view the centralized coded caching problem in a hypergraph perspective and show that designing a feasible placement delivery array is equivalent to constructing a linear and (6,3)-free 3-uniform 3-partite hypergraph. Several new results and constructions arise from our novel point of view. First, by using the famous (6,3)-theorem in extremal graph theory, we show that constant rate placement delivery arrays with F growing linearly with K do not exist. Second, we present two infinite classes of placement delivery arrays to show that constant rate caching schemes with F growing sub-exponentially with K do exist.
引用
收藏
页码:5755 / 5766
页数:12
相关论文
共 22 条
[1]   Nearly complete graphs decomposable into large induced matchings and their applications [J].
Alon, Noga ;
Moitra, Ankur ;
Sudakov, Benny .
JOURNAL OF THE EUROPEAN MATHEMATICAL SOCIETY, 2013, 15 (05) :1575-1596
[2]  
[Anonymous], P INT C ES IT FEB
[3]   Perfect hash families: Probabilistic methods and explicit constructions [J].
Blackburn, SR .
JOURNAL OF COMBINATORIAL THEORY SERIES A, 2000, 92 (01) :54-60
[4]  
Brown W. G., 1973, Period. Math. Hungar, V3, P221
[5]  
Brown W.G., 1973, New directions in the theory of graphs, P53
[6]  
Fischer E., 2002, P 34 ANN ACM S THEOR, P474, DOI DOI 10.1145/509907.509977
[7]   Fundamental Limits of Caching in Wireless D2D Networks [J].
Ji, Mingyue ;
Caire, Giuseppe ;
Molisch, Andreas F. .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2016, 62 (02) :849-869
[8]   Wireless Device-to-Device Caching Networks: Basic Principles and System Performance [J].
Ji, Mingyue ;
Caire, Giuseppe ;
Molisch, Andreas F. .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2016, 34 (01) :176-189
[9]  
Kai Wan, 2016, 2016 IEEE Information Theory Workshop (ITW), P161, DOI 10.1109/ITW.2016.7606816
[10]   Hierarchical Coded Caching [J].
Karamchandani, Nikhil ;
Niesen, Urs ;
Maddah-Ali, Mohammad Ali ;
Diggavi, Suhas N. .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2016, 62 (06) :3212-3229