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This paper presents a comprehensive comparison of distributed caching algorithms employed in modern distributed systems. We evaluate various caching strategies including Least Recently Used (LRU), Least Frequently Used (LFU), Adaptive…

分布式、并行与集群计算 · 计算机科学 2025-04-04 Helen Mayer , James Richards

Databases are considered to be integral part of modern information systems. Almost every web or mobile application uses some kind of database. Database management systems are considered to be a crucial element from both business and…

数据库 · 计算机科学 2023-01-04 Aleem Akhtar

Despite the fact that Solid State Disk (SSD) data storage media had offered a revolutionary property storages community, but the unavailability of a comprehensive allocation strategy in SSDs storage media, leads to consuming the available…

多媒体 · 计算机科学 2012-04-12 Jaafer Al-Sabateen , Saleh Ali Alomari , Putra Sumari

We investigate how different preservation policies ranging from least aggressive to Most aggressive affect the level of preservation achieved by autonomic processes used by smart digital objects (DOs). The mechanisms used to support…

数字图书馆 · 计算机科学 2012-02-21 Charles L. Cartledge , Michael L. Nelson

Distributed optimization and learning has recently garnered great attention due to its wide applications in sensor networks, smart grids, machine learning, and so forth. Despite rapid development, existing distributed optimization and…

机器学习 · 计算机科学 2024-03-04 Ziqin Chen , Yongqiang Wang

The design of caching algorithms to maximize hit probability has been extensively studied. In this paper, we associate each content with a utility, which is a function of either the corresponding content hit rate or hit probability. We…

网络与互联网体系结构 · 计算机科学 2019-03-06 Nitish K. Panigrahy , Jian Li , Don Towsley , Christopher V. Hollot

We study the problem of storing a data object in a set of data nodes that fail independently with given probabilities. Our problem is a natural generalization of a homogenous storage allocation problem where all the nodes had the same…

信息论 · 计算机科学 2012-02-09 Vasileios Ntranos , Giuseppe Caire , Alexandros G. Dimakis

With the employment of smart meters, massive data on consumer behaviour can be collected by retailers. From the collected data, the retailers may obtain the household profile information and implement demand response. While retailers prefer…

机器学习 · 计算机科学 2022-10-19 Yi Dong , Yang Chen , Xingyu Zhao , Xiaowei Huang

Caching techniques are widely used in the era of cloud computing from applications, such as Web caches to infrastructures, Memcached and memory caches in computer architectures. Prediction of cached data can greatly help improve cache…

机器学习 · 计算机科学 2020-08-03 Pengcheng Li , Yongbin Gu

Big data is a term used for a very large data sets that have many difficulties in storing and processing the data. Analysis this much amount of data will lead to information loss. The main goal of this paper is to share data in a way that…

密码学与安全 · 计算机科学 2018-08-14 Jalpesh Vasa , Panthini Modi

The fluctuations of electricity prices in demand response schemes and intermittency of renewable energy supplies necessitate the adoption of energy storage in microgrids. However, it is challenging to design effective real-time energy…

数据结构与算法 · 计算机科学 2017-09-25 Chi-Kin Chau , Guanglin Zhang , Minghua Chen

We introduce a neighborhood-based data access model for distributed coded storage allocation. Storage nodes are connected in a generic network and data is accessed locally: a user accesses a randomly chosen storage node, which subsequently…

信息论 · 计算机科学 2014-11-12 Dusan Jakovetic , Aleksandar Minja , Dragana Bajovic , Dejan Vukobratovic

In recent years we have witnessed an increase on the development of methods for submodular optimization, which have been motivated by the wide applicability of submodular functions in real-world data-science problems. In this paper, we…

数据结构与算法 · 计算机科学 2022-09-15 Guangyi Zhang , Nikolaj Tatti , Aristides Gionis

Next-generation communication networks are envisioned to extensively utilize storage-enabled caching units to alleviate unfavorable surges of data traffic by pro-actively storing anticipated highly popular contents across geographically…

网络与互联网体系结构 · 计算机科学 2019-02-20 Alireza Sadeghi , Antonio G. Marques , Georgios B. Giannakis

We consider the setting of distributed storage system where a single file is subdivided into smaller fragments of same size which are then replicated with a common replication factor across servers of identical cache size. An incoming file…

信息论 · 计算机科学 2022-06-27 Rooji Jinan , Ajay Badita , Pradeep Sarvepalli , Parimal Parag

Storage resources and caching techniques permeate almost every area of communication networks today. In the near future, caching is set to play an important role in storage-assisted Internet architectures, information-centric networks, and…

网络与互联网体系结构 · 计算机科学 2020-01-01 Georgios Paschos , George Iosifidis , Giuseppe Caire

In the use of database systems, the design of the storage engine and data model directly affects the performance of the database when performing queries. Therefore, the users of the database need to select the storage engine and design data…

数据库 · 计算机科学 2020-08-18 Hongzhi Wang , Yan Wei , Hao Yan

We study the classic Bin Packing problem in a fully-dynamic setting, where new items can arrive and old items may depart. We want algorithms with low asymptotic competitive ratio \emph{while repacking items sparingly} between updates.…

数据结构与算法 · 计算机科学 2018-05-18 Anupam Gupta , Guru Guruganesh , Amit Kumar , David Wajc

The personalized health care service utilizes the relational patient data and big data analytics to tailor the medication recommendations. However, most of the health care data are in unstructured form and it consumes a lot of time and…

计算机与社会 · 计算机科学 2018-02-13 Sarathkumar Rangarajan , Huai Liu , Hua Wang , Chuan-Long Wang

The blessing of ubiquitous data also comes with a curse: the communication, storage, and labeling of massive, mostly redundant datasets. We seek to solve this problem at its core, collecting only valuable data and throwing out the rest via…

机器学习 · 计算机科学 2023-12-18 Mariel Werner , Anastasios Angelopoulos , Stephen Bates , Michael I. Jordan