TY - GEN
T1 - Coded Caching with Heterogeneous User Groups
AU - He, Jingliang
AU - Li, Congduan
AU - Song, Linqi
PY - 2020/5
Y1 - 2020/5
N2 - Coded caching is a promising technique to reduce the backbone load in content requesting and delivery networks. In conventional setup, users are assumed to be homogeneous such that all users cache the files in a same manner, i.e., for any two users, they cache the files according to the same distribution, which could be a uniform caching distribution or a nonuniform one. However, in the perspective of video service providers, it's necessary to offer better service for paying subscribers or VIP users, compared to normal users, to decrease the network load. In this paper, a more general and practical case with heterogeneous users is investigated. Users are classified as two groups in a manner that is independent of files, say VIP and non-VIP group. We would like to see how coded caching performs to ensure the users in VIP group have a better experience than those in non-VIP group. These two user groups are considered with nonuniform and uniform caching distributions, respectively. A heterogeneous caching and delivery scheme is proposed and the associated upper bound on the achievable rate is obtained with the robustness of fractions of the two groups. Simulation results confirm the robustness of our theoretical results and show that the VIP group could have better experience than the non-VIP group.
AB - Coded caching is a promising technique to reduce the backbone load in content requesting and delivery networks. In conventional setup, users are assumed to be homogeneous such that all users cache the files in a same manner, i.e., for any two users, they cache the files according to the same distribution, which could be a uniform caching distribution or a nonuniform one. However, in the perspective of video service providers, it's necessary to offer better service for paying subscribers or VIP users, compared to normal users, to decrease the network load. In this paper, a more general and practical case with heterogeneous users is investigated. Users are classified as two groups in a manner that is independent of files, say VIP and non-VIP group. We would like to see how coded caching performs to ensure the users in VIP group have a better experience than those in non-VIP group. These two user groups are considered with nonuniform and uniform caching distributions, respectively. A heterogeneous caching and delivery scheme is proposed and the associated upper bound on the achievable rate is obtained with the robustness of fractions of the two groups. Simulation results confirm the robustness of our theoretical results and show that the VIP group could have better experience than the non-VIP group.
KW - Coded caching
KW - nonuniform
KW - user grouping
KW - Coded caching
KW - nonuniform
KW - user grouping
KW - Coded caching
KW - nonuniform
KW - user grouping
UR - http://www.scopus.com/inward/record.url?scp=85087875551&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85087875551&origin=recordpage
U2 - 10.1109/WCNCW48565.2020.9124768
DO - 10.1109/WCNCW48565.2020.9124768
M3 - RGC 32 - Refereed conference paper (with host publication)
T3 - IEEE Wireless Communications and Networking Conference Workshops, WCNCW - Proceedings
BT - 2020 IEEE Wireless Communications and Networking Conference Workshops (WCNCW) - Proceedings
PB - IEEE
T2 - 2020 IEEE Wireless Communications and Networking Conference Workshops, WCNCW 2020
Y2 - 25 May 2020 through 28 May 2020
ER -