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Orchestrating service-oriented workflows is typically based on a design model that routes both data and control through a single point - the centralised workflow engine. This causes scalability problems that include the unnecessary…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Ward Jaradat , Alan Dearle , Adam Barker

Federated Learning (FL) has emerged as a promising distributed learning paradigm with an added advantage of data privacy. With the growing interest in having collaboration among data owners, FL has gained significant attention of…

Machine Learning · Computer Science 2023-04-11 Afsana Khan , Marijn ten Thij , Anna Wilbik

Web service applications are distributed processes that are composed of dynamically bounded services. In our previous work [15], we have described a framework for performing runtime monitoring of web service against behavioural correctness…

Software Engineering · Computer Science 2010-09-21 Jocelyn Simmonds , Shoham Ben-David , Marsha Chechik

Existing attempts at utility computing revolve around two approaches. The first consists of proprietary solutions involving renting time on dedicated utility computing machines. The second requires the use of heavy, monolithic applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Michael Treaster , Nadir Kiyanclar , Gregory A. Koenig , William Yurcik

We consider the optimization of distributed resource scheduling to minimize the sum of task latency and energy consumption for all the Internet of things devices (IoTDs) in a large-scale mobile edge computing (MEC) system. To address this…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-27 Feibo Jiang , Li Dong , Kezhi Wang , Kun Yang , Cunhua Pan

The functional programming language Erlang is well-suited for concurrent and distributed applications. Numerical computing, however, is not seen as one of its strengths. The recent introduction of Federated Learning, a concept according to…

Programming Languages · Computer Science 2019-03-18 Gregor Ulm , Emil Gustavsson , Mats Jirstrand

This paper tries to reduce the effort of learning, deploying, and integrating several frameworks for the development of e-Science applications that combine simulations with High-Performance Data Analytics (HPDA). We propose a way to extend…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-10 Cristian Ramon-Cortes , Francesc Lordan , Jorge Ejarque , Rosa M. Badia

In offline model-based reinforcement learning (offline MBRL), we learn a dynamic model from historically collected data, and subsequently utilize the learned model and fixed datasets for policy learning, without further interacting with the…

Machine Learning · Computer Science 2022-10-13 Shentao Yang , Shujian Zhang , Yihao Feng , Mingyuan Zhou

Traditional social organizations such as those for the management of healthcare are the result of designs that matched well with an operational context considerably different from the one we are experiencing today. The new context reveals…

Computers and Society · Computer Science 2017-01-18 Vincenzo De Florio , Mohamed Bakhouya , D. Eloudghiri , Chris Blondia

Federated learning (FL) was proposed to facilitate the training of models in a distributed environment. It supports the protection of (local) data privacy and uses local resources for model training. Until now, the majority of research has…

We present APFEL Web, a web-based application designed to provide a flexible user-friendly tool for the graphical visualization of parton distribution functions (PDFs). In this note we describe the technical design of the APFEL Web…

High Energy Physics - Phenomenology · Physics 2015-06-23 Stefano Carrazza , Alfio Ferrara , Daniele Palazzo , Juan Rojo

Federated learning (FL) with a single global server framework is currently a popular approach for training machine learning models on decentralized environment, such as mobile devices and edge devices. However, the centralized server…

Machine Learning · Computer Science 2023-11-28 Asfia Kawnine , Hung Cao , Atah Nuh Mih , Monica Wachowicz

The societal decarbonisation fosters the installation of massive renewable inverter-based resources (IBRs) in replacing fossil fuel based traditional energy supply. The efficient and reliable operation of distributed IBRs requires advanced…

Systems and Control · Electrical Eng. & Systems 2022-09-21 Pudong Ge , Cesare Caputo , Michel-Alexandre Cardin , Anna Korre , Fei Teng

The integrated management of business processes and mas- ter data is being increasingly considered as a fundamental problem, by both the academia and the industry. In this position paper, we focus on the foundations of the problem, arguing…

Databases · Computer Science 2016-11-14 Marco Montali , Andrey Rivkin

We propose the use of structured natural language (English) in specifying service choreographies, focusing on the what rather than the how of the required coordination of participant services in realising a business application scenario.…

Software Engineering · Computer Science 2015-12-25 Nurulhuda A. Manaf , Sotiris Moschoyiannis , Paul Krause

Federated learning (FL) has recently become one of the hottest focuses in wireless edge networks with the ever-increasing computing capability of user equipment (UE). In FL, UEs train local machine learning models and transmit them to an…

Networking and Internet Architecture · Computer Science 2022-04-11 Yi-Jing Liu , Shuang Qin , Yao Sun , Gang Feng

We extend the Jolie programming language to capture the native modelling of process-aware web information systems, i.e., web information systems based upon the execution of business processes. Our main contribution is to offer a unifying…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-04-22 Fabrizio Montesi

While music remains a challenging domain for generative models like Transformers, a two-pronged approach has recently proved successful: inserting musically-relevant structural information into the positional encoding (PE) module and using…

Sound · Computer Science 2025-04-09 Manvi Agarwal , Changhong Wang , Gael Richard

We introduce composition in the function-behaviour-structure framework for design, as described by John Gero, in order to deal with complexity. We do this by connecting the frameworks for the design of several models, in which one is…

Software Engineering · Computer Science 2015-04-03 Bob Diertens

Recent developments in the industry of personal computing led to a greater number of the so-called edge devices. Such devices typically do not collaborate or foresee the possibility of collaboration to offer aggregated storage and computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-17 R. Copstein , F. Dotti