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Cloud computing has become increasingly popular. Many options of cloud deployments are available. Testing cloud performance would enable us to choose a cloud deployment based on the requirements. In this paper, we present an innovative…

Performance · Computer Science 2015-09-03 Li Chen , Pooja Jain , Kingsum Chow , Emad Guirguis , Tony Wu

Logs are an essential source of information for people to understand the running status of a software system. Due to the evolving modern software architecture and maintenance methods, more research efforts have been devoted to automated log…

Software Engineering · Computer Science 2024-04-09 Xingfang Wu , Heng Li , Foutse Khomh

Software systems usually record important runtime information in their logs. Logs help practitioners understand system runtime behaviors and diagnose field failures. As logs are usually very large in size, automated log analysis is needed…

Software Engineering · Computer Science 2020-01-10 Hetong Dai , Heng Li , Weiyi Shang , Tse-Hsun Chen , Che-Shao Chen

Logs have been widely adopted in software system development and maintenance because of the rich runtime information they record. In recent years, the increase of software size and complexity leads to the rapid growth of the volume of logs.…

Software Engineering · Computer Science 2023-09-14 Jieming Zhu , Shilin He , Pinjia He , Jinyang Liu , Michael R. Lyu

Nowadays, most systems and applications produce log records that are useful for security and monitoring purposes such as debugging programming errors, checking system status, and detecting configuration problems or even attacks. To this…

Databases · Computer Science 2017-03-09 Carlos Vega , Paula Roquero , Rafael Leira , Ivan Gonzalez , Javier Aracil

Kubernetes, an open-source platform for automating the deployment, scaling, and management of containerized applications, is widely used for its efficiency and scalability. However, its complexity and extensive configuration options often…

Cryptography and Security · Computer Science 2024-08-08 Eoghan Russell , Kapal Dev

Processing and reviewing nightly test execution failure logs for large industrial systems is a tedious activity. Furthermore, multiple failures might share one root/common cause during test execution sessions, and the review might therefore…

Software Engineering · Computer Science 2023-01-10 Muhammad Abbas , Ali Hamayouni , Mahshid Helali Moghadam , Mehrdad Saadatmand , Per Erik Strandberg

Cloud computing is a complex infrastructure of software, hardware, processing, and storage that is available as a service. Cloud computing offers immediate access to large numbers of the world's most sophisticated supercomputers and their…

Cryptography and Security · Computer Science 2013-03-07 Sugata Sanyal , Parthasarathy P. Iyer

Logical specifications play a key role in the formal analysis of behavioural models. Automating the derivation of such specifications is particularly valuable in complex systems, where manual construction is time-consuming and error-prone.…

Software Engineering · Computer Science 2025-06-11 Radoslaw Klimek , Julia Witek

Big data dictate their requirements to the hardware and software. Simple migration to the cloud data processing, while solving the problem of increasing computational capabilities, however creates some issues: the need to ensure the safety,…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-07-03 E. Nikulchev , E. Pluzhnik , D. Biryukov , O. Lukyanchikov , S. Payain

Log data have facilitated various tasks of software development and maintenance, such as testing, debugging and diagnosing. Due to the unstructured nature of logs, log parsing is typically required to transform log messages into structured…

Software Engineering · Computer Science 2024-03-26 Zhihan Jiang , Jinyang Liu , Junjie Huang , Yichen Li , Yintong Huo , Jiazhen Gu , Zhuangbin Chen , Jieming Zhu , Michael R. Lyu

Logs record valuable system information at runtime. They are widely used by data-driven approaches for development and monitoring purposes. Parsing log messages to structure their format is a classic preliminary step for log-mining tasks.…

Computation and Language · Computer Science 2023-04-26 Arthur Vervaet , Raja Chiky , Mar Callau-Zori

There exist multitudes of cloud performance metrics, including workload performance, application placement, software/hardware optimization, scalability, capacity, reliability, agility and so on. In this paper, we consider jointly optimizing…

Performance · Computer Science 2016-11-24 Li Chen , Colin Cunningham , Pooja Jain , Chenggang Qin , Kingsum Chow

Cloud Computing offers virtualized computing, storage, and networking resources, over the Internet, to organizations and individual users in a completely dynamic way. These cloud resources are cheaper, easier to manage, and more elastic…

Networking and Internet Architecture · Computer Science 2016-01-26 Jose Moura , David Hutchison

Considering the market's competitiveness and the complexity of organizations and projects, analyzing data is crucial to decision support on software development and project management processes. These practices are essential to increase…

Information Retrieval · Computer Science 2022-11-28 Andre Nobre Barrocas , Alberto Rodrigues da Silva , Joao Paulo Saraiva

The safety of autonomous vehicles (AVs) depends on their ability to perform complex computations on high-volume sensor data in a timely manner. Their ability to run these computations with state-of-the-art models is limited by the…

Robotics · Computer Science 2023-08-08 Peter Schafhalter , Sukrit Kalra , Le Xu , Joseph E. Gonzalez , Ion Stoica

Cloud Computing is a paradigm of both parallel processing and distributed computing. It offers computing facilities as a utility service in pay as par use manner. Virtualization, self service provisioning, elasticity and pay per use are the…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-12-20 Syed Arshad Ali , Mansaf Alam

A very useful technique a network administrator can use to identify problematic network behavior is careful analysis of logs of incoming and outgoing network flows. The challenge one faces when attempting to undertake this course of action,…

Cryptography and Security · Computer Science 2007-05-23 Dmitry Mogilevsky

We study machine learning systems for real-time industrial quality control. In many factory systems, production processes must be continuously controlled in order to maintain product quality. Especially challenging are the systems that must…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-24 Jaakko Harjuhahto , Vesa Hirvisalo

The log-based analysis and trouble-shooting has remained prevalent and commonly used approach for centralized and time-haring systems. However, for parallel and distributed systems where happen-before relations are not directly available…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-09 K. R. Chowdhary , Rajendra Purohit