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Monitoring techniques can extract accurate data about the behavior of software systems. When used in the field, they can reveal how applications behave in real-world contexts and how programs are actually exercised by their users.…

软件工程 · 计算机科学 2017-05-19 Oscar Cornejo , Daniela Briola , Daniela Micucci , Leonardo Mariani

Large-scale monitoring, anomaly detection, and root cause analysis of metrics are essential requirements of the internet-services industry. To address the need to continuously monitor millions of metrics, many anomaly detection approaches…

机器学习 · 计算机科学 2022-03-18 Nikhil Galagali

Fully assessing the robustness of a software application in-house is infeasible, especially considering the huge variety of hardly predictable stimuli, environments, and configurations that applications must handle in the field. For this…

软件工程 · 计算机科学 2017-05-23 Oscar Cornejo

Modern software development and operations rely on monitoring to understand how systems behave in production. The data provided by application logs and runtime environment are essential to detect and diagnose undesired behavior and improve…

软件工程 · 计算机科学 2021-03-08 Jeanderson Barros Cândido , Maurício Finavaro Aniche , Arie van Deursen

Given the inherent non-deterministic nature of machine learning (ML) systems, their behavior in production environments can lead to unforeseen and potentially dangerous outcomes. For a timely detection of unwanted behavior and to prevent…

软件工程 · 计算机科学 2025-10-01 Hira Naveed , John Grundy , Chetan Arora , Hourieh Khalajzadeh , Omar Haggag

Field data is an invaluable source of information for testers and developers because it witnesses how software systems operate in real environments, capturing scenarios and configurations relevant to end-users. Unfortunately, collecting…

软件工程 · 计算机科学 2017-08-25 Oscar Cornejo , Daniela Briola , Daniela Micucci , Leonardo Mariani

The maintenance of big cities public transport service quality requires constant monitoring, which may become an expensive and time-consuming practice. The perception of quality, from the users point of view is an important aspect of…

计算机与社会 · 计算机科学 2017-05-11 Vasco Furtado , Carlos Caminha , Elizabeth Furtado , André Lopes , Victor Dantas , Caio Ponte , Sofia Cavalcante

Monitoring is an essential aspect of maintaining and developing computer systems that increases in difficulty proportional to the size of the system. The need for robust monitoring tools has become more evident with the advent of cloud…

分布式、并行与集群计算 · 计算机科学 2013-06-03 Jonathan Stuart Ward , Adam Barker

The stability and performance of Cloud platforms are essential as they directly impact customers' satisfaction. Cloud service providers use Cloud monitoring tools to ensure that rendered services match the quality of service requirements…

分布式、并行与集群计算 · 计算机科学 2019-12-09 William Pourmajidi , Andriy Miranskyy , John Steinbacher , Tony Erwin , David Godwin

Organizations need to manage numerous business processes for delivering their services and products to customers. One important consideration thereby lies in the adherence to regulations such as laws, guidelines, or industry standards. In…

计算机与社会 · 计算机科学 2025-11-12 Finn Klessascheck , Luise Pufahl

Predictive monitoring of business processes is concerned with the prediction of ongoing cases on a business process. Lately, the popularity of deep learning techniques has propitiated an ever-growing set of approaches focused on predictive…

机器学习 · 计算机科学 2021-11-01 Efrén Rama-Maneiro , Juan C. Vidal , Manuel Lama

Collecting data about the sequences of function calls executed by an application while running in the field can be useful to a number of applications, including failure reproduction, profiling, and debugging. Unfortunately, collecting data…

软件工程 · 计算机科学 2020-01-22 Oscar Cornejo , Daniela Briola , Daniela Micucci , Leonardo Mariani

Business success of companies heavily depends on the availability and performance of their client applications. Due to modern development paradigms such as DevOps and microservice architectural styles, applications are decoupled into…

分布式、并行与集群计算 · 计算机科学 2021-02-10 Sina Niedermaier , Falko Koetter , Andreas Freymann , Stefan Wagner

As the complexity of enterprise systems increases, the need for monitoring and analyzing such systems also grows. A number of companies have built sophisticated monitoring tools that go far beyond simple resource utilization reports. For…

Lately, many companies are using Mobile Workforce Management technologies combined with information collected by sensors from mobile devices in order to improve their business processes. Even for small companies, the information that needs…

数据库 · 计算机科学 2020-01-15 Alejandro Cortiñas , Miguel R. Luaces , Tirso V. Rodeiro

Cloud computing is essential for modern enterprises, requiring robust tools to monitor and manage Large-Scale Cloud Systems (LCS). Traditional monitoring tools often miss critical insights due to the complexity and volume of LCS telemetry…

分布式、并行与集群计算 · 计算机科学 2025-08-05 Sarah Sohana , William Pourmajidi , John Steinbacher , Andriy Miranskyy

Software Defined Networking (SDN) not only enables agility through the realization of part of the network functionality in software but also facilitates offering advanced features at the network layer. Hence, SDN can support a wide range of…

网络与互联网体系结构 · 计算机科学 2019-08-20 Mona Elsaadawy , Bettina Kemme , Mohamed Younis

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…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Rich Baker , Dantong Yu , Jason Smith , Anthony Chan , Kaushik De , Patrick McGuigan

Recently there has been a lot of interest in monitoring and identifying changes in dynamic networks, which has led to the development of a variety of monitoring methods. Unfortunately, these methods have not been systematically compared;…

统计计算 · 统计学 2019-05-27 Lisha Yu , Inez M. Zwetsloot , Nathaniel T. Stevens , James D. Wilson , Kwok Leung Tsui

Runtime Monitoring is a lightweight and dynamic verification technique that involves observing the internal operations of a software system and/or its interactions with other external entities, with the aim of determining whether the system…

计算机科学中的逻辑 · 计算机科学 2017-08-25 Ian Cassar , Adrian Francalanza , Luca Aceto , Anna Ingólfsdóttir
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