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A Content Delivery Network (CDN) is a dynamic and complex service system. It causes a huge amount of traffic on the network infrastructure of Internet Service Providers (ISPs). Oftentimes, CDN providers and ISPs struggle to find an…

Networking and Internet Architecture · Computer Science 2020-05-29 Peter Hillmann , Tobias Uhlig , Gabi Dreo Rodosek , Oliver Rose

Vehicles are sophisticated machines equipped with sensors that provide real-time data for onboard driving assistance systems. Due to the wide variety of traffic, road, and weather conditions, continuous system enhancements are essential.…

Networking and Internet Architecture · Computer Science 2024-10-30 Felipe Mogollon , Zaloa Fernandez , Angel Martin , Juan Diego Ortega , Gorka Velez

Hospitals around the world collect massive amounts of physiological data from their patients every day. Recently, there has been an increase in research interest to subject this data to statistical analysis to gain more insights and provide…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-04 Anand Jayarajan , Kimberly Hau , Andrew Goodwin , Gennady Pekhimenko

Effective performance profiling and analysis are essential for optimizing training and inference of deep learning models, especially given the growing complexity of heterogeneous computing environments. However, existing tools often lack…

Performance · Computer Science 2024-11-06 Qidong Zhao , Hao Wu , Yuming Hao , Zilingfeng Ye , Jiajia Li , Xu Liu , Keren Zhou

With the evolution of microservice applications, the underlying architectures have become increasingly complex compared to their monolith counterparts. This mainly brings in the challenge of observability. By providing a deeper…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-06 Thrivikraman V , Vishnu R. Dixit , Nikhil Ram S , Vikas K. Gowda , Santhosh Kumar Vasudevan , Subramaniam Kalambur

Cloud systems have rapidly expanded worldwide in the last decade, shifting computational tasks to cloud servers where clients submit their requests. Among cloud workloads, latency-critical applications -- characterized by high-percentile…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-07 Zhilin Li , Lucia Pons , Salvador Petit , Julio Sahuquillo , Julio Pons

Forecasting startup success is notoriously difficult, partly because meaningful outcomes, such as exits, large funding rounds, and sustained revenue growth, are rare and can take years to materialize. As a result, signals are sparse and…

Machine Learning · Computer Science 2026-04-08 Mostapha Benhenda

Mobile deep vision systems play a vital role in numerous scenarios. However, deep learning applications in mobile vision scenarios face problems such as tight computing resources. With the development of edge computing, the architecture of…

Computer Vision and Pattern Recognition · Computer Science 2024-10-25 Huan Cui , Qing Li , Hanling Wang , Yong jiang

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…

Computers and Society · Computer Science 2017-05-11 Vasco Furtado , Carlos Caminha , Elizabeth Furtado , André Lopes , Victor Dantas , Caio Ponte , Sofia Cavalcante

Achieving sustainable, explainable, and maintainable automation for resource optimization is a core challenge across the edge-cloud continuum. Persistent overprovisioning and operational complexity often stem from heterogeneous platforms…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-17 Brian-Frederik Jahnke , René Brinkhege , Jan Peter Meyer , Daniel Tebernum , Falk Howar

This paper addresses how the benefits of cloud-based infrastructure can be harnessed for analytical workloads. Often the software handling analytical workloads is not developed by a professional programmer, but on an ad hoc basis by…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-08-14 Ishan Patel , Andrew Rau-Chaplin , Blesson Varghese

In this research paper so as to handle Information warehousing as well as online synthetic dispensation OLAP are necessary aspects of conclusion support which takes more and more turn into a focal point of the data source business.This…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-12-28 Ahmed Mateen , Lareab Chaudhary

Maintaining web-services is a mission-critical task where any down-time means loss of revenue and reputation (of being a reliable service provider). In the current competitive web services market, such a loss of reputation causes extensive…

Software Engineering · Computer Science 2019-06-18 Jianfeng Chen , Joymallya Chakraborty , Philip Clark , Kevin Haverlock , Snehit Cherian , Tim Menzies

Many large-scale software systems demonstrate metastable failures. In this class of failures, a stressor such as a temporary spike in workload causes the system performance to drop and, subsequently, the system performance continues to…

Most large web-scale applications are now built by composing collections (from a few up to 100s or 1000s) of microservices. Operators need to decide how many resources are allocated to each microservice, and these allocations can have a…

Performance · Computer Science 2021-06-30 Michael Alan Chang , Aurojit Panda , Hantao Wang , Yuancheng Tsai , Rahul Balakrishnan , Scott Shenker

Cloud service owners need to continuously monitor their services to ensure high availability and reliability. Gaps in monitoring can lead to delay in incident detection and significant negative customer impact. Current process of monitor…

Networking and Internet Architecture · Computer Science 2024-03-14 Pooja Srinivas , Fiza Husain , Anjaly Parayil , Ayush Choure , Chetan Bansal , Saravan Rajmohan

Modern multi-tenant, hardware-heterogeneous computing environments pose significant challenges for effective workload orchestration. Simple heuristics for assessing workload performance, such as CPU utilization or application-level metrics,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-27 Oliver Larsson , Thijs Metsch , Cristian Klein , Erik Elmroth

Making serverless computing widely applicable requires detailed performance understanding. Although contemporary benchmarking approaches exist, they report only coarse results, do not apply distributed tracing, do not consider asynchronous…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-17 Joel Scheuner , Simon Eismann , Sacheendra Talluri , Erwin van Eyk , Cristina Abad , Philipp Leitner , Alexandru Iosup

Ticket troubleshooting refers to the process of analyzing and resolving problems that are reported through a ticketing system. In large organizations offering a wide range of services, this task is highly complex due to the diversity of…

Machine Learning · Computer Science 2026-01-05 Mohamed Trabelsi , Huseyin Uzunalioglu

Recent studies into streaming media delivery suggest that performance gains from cache hierarchies such as Information-Centric Networks (ICNs) may be negated by Dynamic Adaptive Streaming (DAS), the de facto method for retrieving multimedia…

Networking and Internet Architecture · Computer Science 2019-03-26 Wenjie Li , Sharief M. A. Oteafy , Marwan Fayed , Hossam S. Hassanein
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