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The size of computer networks, along with their bandwidths, is growing exponentially. To support these large, high-speed networks, it is neccessary to be able to forward packets in a few microseconds. One part of the forwarding operation…

Networking and Internet Architecture · Computer Science 2007-05-23 R. Jain

Scientific computing applications usually need huge amounts of computational power. The cloud provides interesting high-performance computing solutions, with its promise of virtually infinite resources on demand. However, migrating…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-11-26 Satish Narayana Srirama , Pelle Jakovits , Vladislav Ivaništšev

In data envelopment analysis (DEA) literature, the returns to scale (RTS) of an inefficient decision making unit (DMU) is determined at its projected point on the efficient frontier. Under the occurrences of multiple projection points,…

Optimization and Control · Mathematics 2015-08-10 Mahmood Mehdiloozad , Biresh K. Sahoo

In this paper, we address distributed convergence to fair allocations of CPU resources for time-sensitive applications. We propose a novel resource management framework where a centralized objective for fair allocations is decomposed into a…

Optimization and Control · Mathematics 2015-08-20 Georgios C. Chasparis , Martina Maggio , Enrico Bini , Karl-Eric Årzén

Randomized controlled trials (RCTs) are indispensable for establishing the clinical value of medical artificial-intelligence (AI) tools, yet their high cost and long timelines hinder timely validation as new models emerge rapidly. Here, we…

Machine Learning · Computer Science 2025-11-17 Michael Nercessian , Wenxin Zhang , Alexander Schubert , Daphne Yang , Maggie Chung , Ahmed Alaa , Adam Yala

Businesses have made increasing adoption and incorporation of cloud technology into internal processes in the last decade. The cloud-based deployment provides on-demand availability without active management. More recently, the concept of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-01 Ying Mao , Yuqi Fu , Suwen Gu , Wenrui Mu , Long Cheng , Qingzhi Liu

With the proliferation of the Internet of Things (IoT) and the wide penetration of wireless networks, the surging demand for data communications and computing calls for the emerging edge computing paradigm. By moving the services and…

Networking and Internet Architecture · Computer Science 2021-08-19 Quyuan Luo , Shihong Hu , Changle Li , Guanghui Li , Weisong Shi

The ability to harness heterogeneous, dynamically available "Grid" resources is attractive to typically resource-starved computational scientists and engineers, as in principle it can increase, by significant factors, the number of cycles…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Gabrielle Allen , David Angulo , Ian Foster , Gerd Lanfermann , Chuang Liu , Thomas Radke , Ed Seidel , John Shalf

Driven by the vision of edge computing and the success of rich cognitive services based on artificial intelligence, a new computing paradigm, edge cognitive computing (ECC), is a promising approach that applies cognitive computing at the…

Networking and Internet Architecture · Computer Science 2018-08-23 Min Chen , Wei Li , Giancarlo Fortino , Yixue Hao , Long Hu , Iztok Humar

Selecting optimal intervals of checkpointing an application is important for minimizing the run time of the application in the presence of system failures. Most of the existing efforts on checkpointing interval selection were developed for…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-02 K. Raghavendra , Sathish S Vadhiyar

Cloud Data Centers have become the backbone infrastructure to provide services. With the emerging edge computing paradigm, computation and networking capabilities have been pushed from clouds to the edge to provide computation,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-07 TianZhang He , Rajkumar Buyya

Fault tolerance is a property which needs deeper consideration when dealing with streaming jobs requiring high levels of availability and low-latency processing even in case of failures where Quality-of-Service constraints must be adhered…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-12 Morgan Geldenhuys , Lauritz Thamsen , Odej Kao

Virtual machine live migration in cloud environments aims at reducing energy costs and increasing resource utilization. However, its potential has not been fully explored because of simultaneous migrations that may cause user application…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-07-27 Artur Baruchi , Edson T. Midorikawa , Liria M. Sato , Marco A. S. Netto

Data-intensive container-based cloud applications have become popular with the increased use cases in the Internet of Things domain. Challenges arise when engineering such applications to meet quality requirements, both classical ones like…

Software Engineering · Computer Science 2022-07-22 Floriment Klinaku , Martina Rapp , Jörg Henss , Stephan Rhode

This work investigates the data-aware multi-service application placement problem in Cloud-Edge settings. We previously introduced EdgeWise, a hybrid approach that combines declarative programming with Mixed-Integer Linear Programming…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-17 Jacopo Massa , Stefano Forti , Patrizio Dazzi , Antonio Brogi

In edge computing, users' service profiles are migrated due to user mobility. Reinforcement learning (RL) frameworks have been proposed to do so, often trained on simulated data. However, existing RL frameworks overlook occasional server…

Networking and Internet Architecture · Computer Science 2025-10-21 Marie Siew , Shikhar Sharma , Zekai Li , Kun Guo , Chao Xu , Tania Lorido-Botran , Tony Q. S. Quek , Carlee Joe-Wong

Dynamic resource management opens up numerous opportunities in High Performance Computing. It improves the system-level services as well as application performance. Checkpointing can also be deemed as a system-level service and can reap the…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-09 Jophin John , Michael Gerndt

Process checkpoint-restart is a technology with great potential for use in HEP workflows. Use cases include debugging, reducing the startup time of applications both in offline batch jobs and the High Level Trigger, permitting job…

Computational Physics · Physics 2014-10-24 Kapil Arya , Gene Cooperman , Andrea Dotti , Peter Elmer

Edge computing has emerged as a pivotal technology, offering significant advantages such as low latency, enhanced data security, and reduced reliance on centralized cloud infrastructure. These benefits are crucial for applications requiring…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-24 Tomasz Szydlo , Viacheslav Horbanov , Devki Nandan Jha , Shashikant Ilager , Aleksander Slominski , Rajiv Ranjan

With the wide adoption of large-scale Internet services and big data, the cloud has become the ideal environment to satisfy the ever-growing storage demand, thanks to its seemingly limitless capacity, high availability and faster access…

Networking and Internet Architecture · Computer Science 2015-09-07 Amina Mseddi , Mohammad Ali Salahuddin , Mohamed Faten Zhani , Halima Elbiaze , Roch H. Glitho
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