Comparison of multi-armed bandit algorithms for content request routing in cache-enabled networks

被引:0
|
作者
Nii, Yusuke [1 ]
Tayuki, Ippei [1 ]
Hirata, Kouji [1 ]
机构
[1] Kansai Univ, Fac Engn Sci, Osaka 5648680, Japan
关键词
D O I
10.1109/ICCE-Taiwan62264.2024.10674247
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In cache-enabled networks, contents are cached in intermediate routers to be downloaded by clients. In the past, a multi-armed bandit (MAB) problem-based routing (named MAB-routing) has been proposed in order to efficiently utilize the cached contents. In the MAB-routing, each intermediate router forwards an arrival content request to an appropriate output port based on an MAB algorithm, regarding output ports as arms. By doing so, the MAB-routing becomes increasingly likely to find the corresponding content cached in a router. In this paper, we examine how MAB algorithms affect the performance of the MAB-routing. There exist several MAB algorithms such as epsilon-greedy, Upper Confidence Bound, and Thompson Sampling. Through simulation experiments, we show the performance of the MAB-routing with each algorithm.
引用
收藏
页码:757 / 758
页数:2
相关论文
共 50 条
  • [31] CONTEXTUAL MULTI-ARMED BANDIT ALGORITHMS FOR PERSONALIZED LEARNING ACTION SELECTION
    Manickam, Indu
    Lan, Andrew S.
    Baraniuk, Richard G.
    2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 6344 - 6348
  • [32] Temporal-Spatial Request Aggregation for Cache-Enabled Wireless Multicasting Networks
    Xing, Jifang
    Cui, Ying
    Lau, Vincent
    GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [33] Content Delivery in Cache-Enabled Wireless Evolving Social Networks
    Qin, Zhida
    Gan, Xiaoying
    Fu, Luoyi
    Di, Xin
    Tian, Jun
    Wang, Xinbing
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (10) : 6749 - 6761
  • [34] HAMLET - A Learning Curve-Enabled Multi-Armed Bandit for Algorithm Selection
    Schmidt, Mischa
    Gastinger, Julia
    Nicolas, Sebastien
    Schuelke, Anett
    2020 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2020,
  • [35] Analysis on Consistency of Content Update in Cache-Enabled Heterogeneous Networks
    Ye, Yu
    Xiao, Ming
    Mumtaz, Shahid
    Yue, Jing
    Al-Dulaimi, Anwer
    2018 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2018,
  • [36] On the Efficiency of Lightweight Content Placement Heuristics for Cache-Enabled Networks
    Douros, Vaggelis G.
    Riihijarvi, Janne
    Mahonen, Petri
    2018 16TH INTERNATIONAL SYMPOSIUM ON MODELING AND OPTIMIZATION IN MOBILE, AD HOC, AND WIRELESS NETWORKS (WIOPT), 2018,
  • [37] Design of Multi-Armed Bandit-Based Routing for in-Network Caching
    Tabei, Gen
    Ito, Yusuke
    Kimura, Tomotaka
    Hirata, Kouji
    IEEE ACCESS, 2023, 11 : 82584 - 82600
  • [38] Multi-Armed Bandit-based Routing Method for In-network Caching
    Tabei, Gen
    Ito, Yusuke
    Kimura, Tomotaka
    Hirata, Kouji
    2021 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2021, : 1899 - 1902
  • [39] Multi-User Communication Networks: A Coordinated Multi-Armed Bandit Approach
    Avner, Orly
    Mannor, Shie
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2019, 27 (06) : 2192 - 2207
  • [40] Spectrum Decision in Cognitive Radio Networks using Multi-Armed Bandit
    Rashed, Salma Kazemi
    Shahbazian, Reza
    Ghorashi, Seyed Ali
    2015 5TH INTERNATIONAL CONFERENCE ON COMPUTER AND KNOWLEDGE ENGINEERING (ICCKE), 2015, : 143 - 146