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Vehicle anomaly detection plays a vital role in highway safety applications such as accident prevention, rapid response, traffic flow optimization, and work zone safety. With the surge of the Internet of Things (IoT) in recent years, there…

计算机视觉与模式识别 · 计算机科学 2023-11-15 Vinit Katariya , Fatema-E- Jannat , Armin Danesh Pazho , Ghazal Alinezhad Noghre , Hamed Tabkhi

Fog computing, as a distributed paradigm, offers cloud-like services at the edge of the network with low latency and high-access bandwidth to support a diverse range of IoT application scenarios. To fully utilize the potential of this…

分布式、并行与集群计算 · 计算机科学 2022-04-28 Mohammad Goudarzi , Marimuthu Palaniswami , Rajkumar Buyya

Edge computing has become a popular paradigm where services and applications are deployed at the network edge closer to the data sources. It provides applications with outstanding benefits, including reduced response latency and enhanced…

网络与互联网体系结构 · 计算机科学 2022-09-15 Mingjin Zhang , Jiannong Cao , Yuvraj Sahni , Qianyi Chen , Shan Jiang , Tao Wu

IoT edge computing positions computing resources closer to the data sources to reduce the latency, relieve the bandwidth pressure on the cloud, and enhance data security. Nevertheless, data security in IoT edge computing still faces…

系统与控制 · 电气工程与系统科学 2024-09-11 Tao Xue , Ying Zhang , Yanbin Wang , Wenbo Wang , Shuailou Li , Haibin Zhang

Within today's large-scale systems, one anomaly can impact millions of users. Detecting such events in real-time is essential to maintain the quality of services. It allows the monitoring team to prevent or diminish the impact of a failure.…

人工智能 · 计算机科学 2023-04-25 Arthur Vervaet

Hierarchical edge-cloud computing-aided Internet of Things (IoT) networks offer low-latency and cost-efficient services to a growing number of data-intensive IoT devices. However, optimizing service placement, which involves determining the…

Previous works on the CERT insider threat detection case have neglected graph and text features despite their relevance to describe user behavior. Additionally, existing systems heavily rely on feature engineering and audit data aggregation…

机器学习 · 计算机科学 2020-07-15 Mathieu Garchery , Michael Granitzer

The Internet of Things paradigm connects edge devices via the Internet enabling them to be seamlessly integrated with a wide variety of applications. In recent years, the number of connected devices has grown significantly, along with the…

分布式、并行与集群计算 · 计算机科学 2019-12-16 Eduard Gibert Renart , Daniel Balouek-thomert , Manish Parashar

The rapid advancement of artificial intelligence (AI) technologies has led to an increasing deployment of AI models on edge and terminal devices, driven by the proliferation of the Internet of Things (IoT) and the need for real-time data…

人工智能 · 计算机科学 2025-03-18 Xubin Wang , Zhiqing Tang , Jianxiong Guo , Tianhui Meng , Chenhao Wang , Tian Wang , Weijia Jia

With the advent of the Internet of Things (IoT) and 5G networks, edge computing is offering new opportunities for business model and use cases innovations. Service providers can now virtualize the cloud beyond the data center to meet the…

网络与互联网体系结构 · 计算机科学 2022-01-13 Boubakr Nour , Soumaya Cherkaoui

Cloud computing is ubiquitous: more and more companies are moving the workloads into the Cloud. However, this rise in popularity challenges Cloud service providers, as they need to monitor the quality of their ever-growing offerings…

分布式、并行与集群计算 · 计算机科学 2021-08-04 Mohammad Saiful Islam , William Pourmajidi , Lei Zhang , John Steinbacher , Tony Erwin , Andriy Miranskyy

Abstract--- With the rapid growth of the Internet of Things (IoT), current Cloud systems face various drawbacks such as lack of mobility support, location-awareness, geo-distribution, high latency, as well as cyber threats. Fog/Edge…

密码学与安全 · 计算机科学 2019-06-05 Nour Moustafa

The rise of complex, latency-sensitive IoT applications across the Edge-Cloud continuum exposes the limitations of current Function-as-a-Service (FaaS) platforms in seamlessly addressing the complexity, heterogeneity, and intermittent…

分布式、并行与集群计算 · 计算机科学 2026-04-14 Pawissanutt Lertpongrujikorn , Juahn Kwon , Hai Duc Nguyen , Mohsen Amini Salehi

Large-scale Internet of Things (IoT) networks enable intelligent services such as smart cities and autonomous driving, but often face resource constraints. Collecting heterogeneous sensory data, especially in small-scale datasets, is…

机器学习 · 计算机科学 2026-04-14 Haihui Xie , Wenkun Wen , Shuwu Chen , Zhaogang Shu , Minghua Xia

Centralized clouds processing the large amount of data generated by Internet-of-Things (IoT) can lead to unacceptable latencies for the end user. Against this backdrop, Edge Computing (EC) is an emerging paradigm that can address the…

网络与互联网体系结构 · 计算机科学 2024-06-04 Guoxing Yao , Lav Gupta

Anomaly detecting as an important technical in cloud computing is applied to support smooth running of the cloud platform. Traditional detecting methods based on statistic, analysis, etc. lead to the high false-alarm rate due to…

机器学习 · 计算机科学 2019-01-29 Jing Zhang

Given a stream of heterogeneous graphs containing different types of nodes and edges, how can we spot anomalous ones in real-time while consuming bounded memory? This problem is motivated by and generalizes from its application in security…

社会与信息网络 · 计算机科学 2016-02-23 Emaad A. Manzoor , Sadegh Momeni , Venkat N. Venkatakrishnan , Leman Akoglu

A disruptive technology that is influencing not only computing paradigm but every other business is the rise of big data. Internet of Things (IoT) applications are considered to be a major source of big data. Such IoT applications are in…

分布式、并行与集群计算 · 计算机科学 2016-02-23 Xuezhi Zeng , Saurabh Kumar Garg , Peter Strazdins , Prem Jayaraman , Dimitrios Georgakopoulos , Rajiv Ranjan

In more and more application areas, we are witnessing the emergence of complex workflows that combine computing, analytics and learning. They often require a hybrid execution infrastructure with IoT devices interconnected to cloud/HPC…

分布式、并行与集群计算 · 计算机科学 2021-08-10 Daniel Rosendo , Alexandru Costan , Gabriel Antoniu , Matthieu Simonin , Jean-Christophe Lombardo , Alexis Joly , Patrick Valduriez

The problem of data synchronization arises in networked applications that require some measure of consistency. Indeed data synchronization approaches have demonstrated a significant potential for improving performance in various…

分布式、并行与集群计算 · 计算机科学 2023-03-31 Novak Boškov , Ari Trachtenberg , David Starobinski