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Recommender system (RS) has become a crucial module in most web-scale applications. Recently, most RSs are in the waterfall form based on the cloud-to-edge framework, where recommended results are transmitted to edge (e.g., user mobile) by…

信息检索 · 计算机科学 2020-09-16 Yu Gong , Ziwen Jiang , Yufei Feng , Binbin Hu , Kaiqi Zhao , Qingwen Liu , Wenwu Ou

This study presents AI-HEART, a cloud-based information system for managing and analysing long-duration ambulatory electrocardiogram (ECG) recordings and supporting clinician decision-making. The platform operationalises an end-to-end…

Microservice architectures are increasingly used to modularize IoT applications and deploy them in distributed and heterogeneous edge computing environments. Over time, these microservice-based IoT applications are susceptible to…

分布式、并行与集群计算 · 计算机科学 2024-11-06 Duneesha Fernando , Maria A. Rodriguez , Rajkumar Buyya

The presence of unhealthy nodes in cloud infrastructure signals the potential failure of machines, which can significantly impact the availability and reliability of cloud services, resulting in negative customer experiences. Effectively…

系统与控制 · 电气工程与系统科学 2024-10-24 Chaoyun Zhang , Randolph Yao , Si Qin , Ze Li , Shekhar Agrawal , Binit R. Mishra , Tri Tran , Minghua Ma , Qingwei Lin , Murali Chintalapati , Dongmei Zhang

Cloud providers are highly incentivized to reduce latency. One way they do this is by locating datacenters as close to users as possible. These "cloud edge" datacenters are placed in metropolitan areas and enable edge computing for…

网络与互联网体系结构 · 计算机科学 2023-04-13 Noah Martin , Fahad Dogar

In IoT based distributed network of cameras, real-time multi-camera video analytics is challenged by high bandwidth demands and redundant visual data, creating a fundamental tension where reducing data saves network overhead but can degrade…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Ragini Gupta , Lingzhi Zhao , Jiaxi Li , Volodymyr Vakhniuk , Claudiu Danilov , Josh Eckhardt , Keyshla Bernard , Klara Nahrstedt

Data quality is a significant issue for any application that requests for analytics to support decision making. It becomes very important when we focus on Internet of Things (IoT) where numerous devices can interact to exchange and process…

机器学习 · 计算机科学 2020-07-30 Anna Karanika , Panagiotis Oikonomou , Kostas Kolomvatsos , Christos Anagnostopoulos

We present Canary, a scheduling architecture that allows high performance analytics workloads to scale out to run on thousands of cores. Canary is motivated by the observation that a central scheduler is a bottleneck for high performance…

分布式、并行与集群计算 · 计算机科学 2016-04-15 Hang Qu , Omid Mashayekhi , David Terei , Philip Levis

In the last decade, many business applications have moved into the cloud. In particular, the "database-as-a-service" paradigm has become mainstream. While existing multi-tenant data management systems focus on single-tenant query…

数据库 · 计算机科学 2017-03-14 Lucas Braun , Renato Marroquin , Kai-En Tsay , Donald Kossmann

Motivated by the proliferation of Internet-of-Thing (IoT) devices and the rapid advances in the field of deep learning, there is a growing interest in pushing deep learning computations, conventionally handled by the cloud, to the edge of…

机器学习 · 计算机科学 2024-09-25 Marco Palena , Tania Cerquitelli , Carla Fabiana Chiasserini

The execution of similar units can be compared by their internal behaviors to determine the causes of their potential performance issues. For instance, by examining the internal behaviors of different fast or slow web requests more closely…

机器学习 · 计算机科学 2021-03-09 Quentin Fournier , Naser Ezzati-Jivan , Daniel Aloise , Michel R. Dagenais

IP anycast replicates an address at multiple locations to reduce latency and enhance resilience. Due to anycast's crucial role in the modern Internet, earlier research introduced tools to perform anycast censuses. The first, iGreedy, uses…

网络与互联网体系结构 · 计算机科学 2025-11-27 Remi Hendriks , Matthew Luckie , Mattijs Jonker , Raffaele Sommese , Roland van Rijswijk-Deij

Cloud systems have become increasingly popular in recent years due to their flexibility and scalability. Each time cloud computing applications and services hosted on the cloud are affected by a cloud outage, users can experience slow…

Discovering causal relationships in complex socio-behavioral systems is challenging but essential for informed decision-making. We present Upload, PREprocess, Visualize, and Evaluate (UPREVE), a user-friendly web-based graphical user…

机器学习 · 计算机科学 2023-07-27 Suraj Jyothi Unni , Paras Sheth , Kaize Ding , Huan Liu , K. Selcuk Candan

In this paper, we propose a vital data analysis platform which resolves existing problems to utilize vital data for real-time actions. Recently, IoT technologies have been progressed but in the healthcare area, real-time actions based on…

分布式、并行与集群计算 · 计算机科学 2018-09-17 Yoji Yamato

This paper analyzes the performance and energy efficiency of Netcast, a recently proposed optical neural-network architecture designed for edge computing. Netcast performs deep neural network inference by dividing the computational task…

Continuous cloud service performance benchmarking is essential for detecting performance bugs early before deploying them to production. However, detecting performance regressions using application benchmarks, which usually treat the system…

分布式、并行与集群计算 · 计算机科学 2026-05-19 Sebastian Koch , Nils Japke , David Bermbach

This report presents the design of the Scope infrastructure for extensible and portable benchmarking. Improvements in high- performance computing systems rely on coordination across different levels of system abstraction. Developing and…

性能 · 计算机科学 2018-09-25 Carl Pearson , Abdul Dakkak , Cheng Li , Sarah Hashash , Jinjun Xiong , Wen-mei Hwu

A non-invasive, cloud-agnostic approach is demonstrated for extending existing cloud platforms to include checkpoint-restart capability. Most cloud platforms currently rely on each application to provide its own fault tolerance. A uniform…

分布式、并行与集群计算 · 计算机科学 2015-03-24 Jiajun Cao , Matthieu Simonin , Gene Cooperman , Christine Morin

Real-time monitoring of various structural behaviors, particularly displacement and acceleration, serves important and valuable information for people; for example, they can be used for active control or damage warning. With recent…

其他计算机科学 · 计算机科学 2019-01-04 Hung-Fu Chang , Tzu-Kang Lin
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