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相关论文: User Preference Learning Based Edge Caching for Fo…

200 篇论文

Caching has recently attracted a lot of attention in the wireless communications community, as a means to cope with the increasing number of users consuming web content from mobile devices. Caching offers an opportunity for a win-win…

网络与互联网体系结构 · 计算机科学 2019-05-14 Theodoros Giannakas , Thrasyvoulos Spyropoulos , Pavlos Sermpezis

This paper addresses a fundamental limitation for the adoption of caching for wireless access networks due to small population sizes. This shortcoming is due to two main challenges: (i) making timely estimates of varying content popularity…

网络与互联网体系结构 · 计算机科学 2016-11-17 Mathieu Leconte , Georgios Paschos , Lazaros Gkatzikis , Moez Draief , Spyridon Vassilaras , Symeon Chouvardas

In this paper, downlink delivery of popular content is optimized with the assistance of wireless cache nodes. Specifically, the requests of one file is modeled as a Poisson point process with finite lifetime, and two downlink transmission…

信息论 · 计算机科学 2018-01-04 Bojie Lv , Lexiang Huang , Rui Wang

Network slicing has been advocated by both academia and industry as a cost-efficient way to enable operators to provide networks on an as-a-service basis and meet the wide range of use cases that the fifth generation wireless network will…

信息论 · 计算机科学 2017-09-15 Hongyu Xiang , Wenan Zhou , Mahmoud Daneshmand , Mugen Peng

Maddah-Ali and Niesen (MAN) in 2014 showed that coded caching in single bottleneck-link broadcast networks allows serving an arbitrarily large number of cache-equipped users with a total link load (bits per unit time) that does not scale…

信息论 · 计算机科学 2019-05-27 Kai Wan , Daniela Tuninetti , Mingyue Ji , Giuseppe Caire

Typical analysis of content caching algorithms using the metric of steady state hit probability under a stationary request process does not account for performance loss under a variable request arrival process. In this work, we consider…

网络与互联网体系结构 · 计算机科学 2018-04-10 Jian Li , Srinivas Shakkottai , John C. S. Lui , Vijay Subramanian

We consider the online caching problem for a cache of limited size. In a time-slotted system, a user requests one file from a large catalog in each slot. If the requested file is cached, the policy receives a unit reward and zero rewards…

网络与互联网体系结构 · 计算机科学 2022-11-30 Fathima Zarin Faizal , Priya Singh , Nikhil Karamchandani , Sharayu Moharir

In this paper, the problem of proactive caching is studied for cloud radio access networks (CRANs). In the studied model, the baseband units (BBUs) can predict the content request distribution and mobility pattern of each user, determine…

信息论 · 计算机科学 2017-04-04 Mingzhe Chen , Walid Saad , Changchuan Yin , Mérouane Debbah

Today's Internet has witnessed an increase in the popularity of mobile video streaming, which is expected to exceed 3/4 of the global mobile data traffic by 2019. To satisfy the considerable amount of mobile video requests, video service…

多媒体 · 计算机科学 2017-02-27 Ge Ma , Zhi Wang , Miao Zhang , Jiahui Ye , Minghua Chen , Wenwu Zhu

Fog computing is emerging as a promising paradigm to perform distributed, low-latency computation by jointly exploiting the radio and computing resources of end-user devices and cloud servers. However, the dynamic and distributed formation…

信息论 · 计算机科学 2019-02-25 Gilsoo Lee , Walid Saad , Mehdi Bennis

With the rapid explosion of data volume from mobile networks, edge caching has received significant attentions as an efficient approach to boost content delivery efficiency by bringing contents near users. In this article, cache-enabled…

信息论 · 计算机科学 2020-08-13 Congshan Fan , Tiankui Zhang , Yuanwei Liu , Zhiming Zeng

Cache-enabled coordinated mobile edge network is an emerging network architecture, wherein serving nodes located at the network edge have the capabilities of baseband signal processing and caching files at their local cache. The main goals…

信号处理 · 电气工程与系统科学 2019-12-30 Shiwen He , Wei Huang , Jiaheng Wang , Ju Ren , Yongming Huang , Yaoxue Zhang

In this paper, we develop a comprehensive and tractable analytical framework based on stochastic geometry to evaluate the performance of large-scale fog-aided device-to-device (F-D2D) networks with opportunistic content multicasting. As a…

信息论 · 计算机科学 2022-07-19 Xiaoshi Song , Mengying Yuan , Huan Zhou , Haijun Zhang

The fog radio access network (Fog-RAN) has been considered a promising wireless access architecture to help shorten the communication delay and relieve the large data delivery burden over the backhaul links. However, limited by conventional…

信息论 · 计算机科学 2021-03-04 Jun Yu , Rui Wang , Jun Wu

Pushing popular content to cheap "helper" nodes (e.g., small cells) during off-peak hours has recently been proposed to cope with the increase in mobile data traffic. User requests can be served locally from these helper nodes, if the…

网络与互联网体系结构 · 计算机科学 2017-02-17 Pavlos Sermpezis , Thrasyvoulos Spyropoulos , Luigi Vigneri , Theodoros Giannakas

In this paper, the fundamental problem of distribution and proactive caching of computing tasks in fog networks is studied under latency and reliability constraints. In the proposed scenario, computing can be executed either locally at the…

网络与互联网体系结构 · 计算机科学 2017-04-27 Mohammed S. Elbamby , Mehdi Bennis , Walid Saad

Federated Learning (FL) over wireless network enables data-conscious services by leveraging the ubiquitous intelligence at network edge for privacy-preserving model training. As the proliferation of context-aware services, the diversified…

机器学习 · 计算机科学 2022-02-08 Y. Li , X. Qin , H. Chen , K. Han , P. Zhang

Most results on coded caching focus on a static scenario, in which a fixed number of users synchronously place their requests from a content library, and the performance is measured in terms of the latency in satisfying all of these…

信息论 · 计算机科学 2018-08-16 Qianqian Yang , Mohammad Mohammadi Amiri , Deniz Gündüz

In-network caching is likely to become an integral part of various networked systems (e.g., 5G networks, LPWAN and IoT systems) in the near future. In this paper, we compare and contrast model-based and machine learning approaches for…

网络与互联网体系结构 · 计算机科学 2020-04-16 Adita Kulkarni , Anand Seetharam

Cache-aided wireless device-to-device (D2D) networks allow significant throughput increase, depending on the concentration of the popularity distribution of files. Many studies assume that all users have the same preference distribution;…

网络与互联网体系结构 · 计算机科学 2020-05-18 Ming-Chun Lee , Andreas F. Molisch