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To conduct real-time analytics computations, big data stream processing engines are required to process unbounded data streams at millions of events per second. However, current streaming engines exhibit low throughput and high tuple…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-11 Shinhyung Yang , Jiun Jeong , Bernhard Scholz , Bernd Burgstaller

The falling trend in the revenue of traditional telephony services has attracted attention to new IP based services. The IP Multimedia System (IMS) is a key architecture which provides the necessary platform for delivery of new multimedia…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-09-22 Pascal Potvin , Mahdy Nabaee , Fabrice Labeau , Kim-Khoa Nguyen , Mohamed Cheriet

We are witnessing an increasing trend towardsusing Machine Learning (ML) based prediction systems, span-ning across different application domains, including productrecommendation systems, personal assistant devices, facialrecognition, etc.…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-24 Jashwant Raj Gunasekaran , Prashanth Thinakaran , Cyan Subhra Mishra , Mahmut Taylan Kandemir , Chita R. Das

With the increasing use of Machine Learning (ML) in critical autonomous systems, runtime monitors have been developed to detect prediction errors and keep the system in a safe state during operations. Monitors have been proposed for…

Machine Learning · Computer Science 2022-09-01 Joris Guerin , Raul Sena Ferreira , Kevin Delmas , Jérémie Guiochet

Clouds gather a vast volume of telemetry from their networked systems which contain valuable information that can help solve many of the problems that continue to plague them. However, it is hard to extract useful information from such raw…

Networking and Internet Architecture · Computer Science 2020-04-28 Behnaz Arzani , Bita Rouhani

Many techniques were proposed for detecting software misconfigurations in cloud systems and for diagnosing unintended behavior caused by such misconfigurations. Detection and diagnosis are steps in the right direction: misconfigurations…

Software Engineering · Computer Science 2021-02-24 Yuanliang Zhang , Haochen He , Owolabi Legunsen , Shanshan Li , Wei Dong , Tianyin Xu

Today cloud computing infrastructure is largely being deployed in healthcare to access various healthcare services easily over the Internet on an as needed basis. The main advantage of healthcare cloud is that it can be used as a tool for…

Computers and Society · Computer Science 2014-10-23 Santosh Kumar Majhi , Padmalochan Bera

By virtue of technology and benefit advantages, cloud computing has increasingly attracted a large number of potential cloud consumers (PCC) plan to migrate the traditional business to the cloud service. However, trust has become one of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-12 Xiang Li

Cloud Computing (CC) serves to be a key driver for fulfilling the store and compute requirements of a modern Smart Grid (SG). However, since the datacenters are deployed in concentrated and far remote areas, it fails to guarantee the…

Networking and Internet Architecture · Computer Science 2018-05-24 Md. Muzakkir Hussain , Mohammad Saad Alam , M. M. Sufyan Beg

Knowledge-based systems have been used to monitor machines and processes in the real world. In this paper we propose the use of knowledge-based systems to monitor other AI systems in operation. We motivate and provide a problem analysis of…

Artificial Intelligence · Computer Science 2022-05-06 Annet Onnes

Cloud systems are becoming increasingly powerful and complex. It is highly challenging to identify anomalous execution behaviors and pinpoint problems by examining the overwhelming intermediate results/states in complex application…

Human-Computer Interaction · Computer Science 2022-01-03 Shaolun Ruan , Yong Wang , Hailong Jiang , Weijia Xu , Qiang Guan

Characteristics and way of behavior of attacks and infiltrators on computer networks are usually very difficult and need an expert In addition; the advancement of computer networks, the number of attacks and infiltrations are also…

Cryptography and Security · Computer Science 2020-04-20 Amir Javadpour , Sanaz Kazemi Abharian , Guojun Wang

Cloud benchmarks suffer from performance fluctuations caused by resource contention, network latency, hardware heterogeneity, and other factors along with decisions taken in the benchmark design. In particular, the sampling strategy of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-24 Saman Akbari , Manfred Hauswirth

Grid computing consists of the coordinated use of large sets of diverse, geographically distributed resources for high performance computation. Effective monitoring of these computing resources is extremely important to allow efficient use…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Rich Baker , Dantong Yu , Jason Smith , Anthony Chan , Kaushik De , Patrick McGuigan

Cloud performance fluctuates due to factors such as resource contention and workload changes. These factors can be short-term, seasonal, or long-term. Their effects are often intertwined in performance traces, making performance management…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-12 Shimul Debnath , William Hart , Lori Pollock , Donald Lien , Wei Wang

Detecting and resolving performance anomalies in Cloud services is crucial for maintaining desired performance objectives. Scaling actions triggered by an anomaly detector help achieve target latency at the cost of extra resource…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-24 Gabriel Job Antunes Grabher , Fumio Machida , Thomas Ropars

Internet-of-Things (IoT) envisions an intelligent infrastructure of networked smart devices offering task-specific monitoring and control services. The unique features of IoT include extreme heterogeneity, massive number of devices, and…

Systems and Control · Computer Science 2018-10-30 Tianyi Chen , Sergio Barbarossa , Xin Wang , Georgios B. Giannakis , Zhi-Li Zhang

Effectively leveraging the vast computational resources of modern cloud environments requires expertise spanning multiple technical domains: configuring scientific software with correct parameters and dependencies, navigating thousands of…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-24 Shihan Cheng , Michael A. Laurenzano , Brian Strauch , Timothy A. Ellis , Krish Wadhwani , David A. B. Hyde

Recent advances in artificial intelligence (AI) and machine learning (ML), such as computer vision, are now available as intelligent services and their accessibility and simplicity is compelling. Multiple vendors now offer this technology…

Software Engineering · Computer Science 2019-08-01 Alex Cummaudo , Rajesh Vasa , John Grundy , Mohamed Abdelrazek , Andrew Cain

Cloud computing today has now been growing as new technologies and new business models. In distributed technology perspective, cloud computing most like client-server services like web-based or web-service but it used virtual resources to…

Networking and Internet Architecture · Computer Science 2012-05-09 Sinung Suakanto , Suhono H Supangkat , Suhardi , Roberd Saragih