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The microservice architecture is a style inspired by service-oriented computing that has recently started gaining popularity and that promises to change the way in which software is perceived, conceived and designed. In this paper, we…

Software Engineering · Computer Science 2017-02-24 Nicola Dragoni , Ivan Lanese , Stephan Thordal Larsen , Manuel Mazzara , Ruslan Mustafin , Larisa Safina

The journey towards the deployment of next generation networks has recently accelerated, driven by the joint effort of research and standards organisations. Despite this fact, the overall picture is still unclear as prioritization and…

In this vision paper I propose a middle-ground alternative between monolithic and microservice web architectures. After identifying the key challenges associated with microservice architectures, I revised the design of a microkernel-based…

Software Engineering · Computer Science 2025-02-14 Vick Dini

With the diffusion of complex heterogeneous platforms and their need of characterization, monitoring the system gained increasing interest. This work proposes a framework to build custom and modular monitoring systems, flexible enough to…

Hardware Architecture · Computer Science 2021-03-02 Giacomo Valente , Tiziana Fanni , Carlo Sau , Francesco Di Battista

Cloud applications are more and more microservice-oriented, but a concrete charting of the microservices architecture landscape -- namely, the space of technical options available for microservice software architects in their…

Software Engineering · Computer Science 2022-12-07 Luciano Baresi , Giovanni Quattrocchi , Damian Andrew Tamburri

Modularization is an important architectural principle underlying many types of complex systems. It tends to tame the complexity of systems, to facilitate their management, and to enhance their flexibility with respect to evolution. In…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-09-25 Naftaly Minsky

Training a Neural Network (NN) with lots of parameters or intricate architectures creates undesired phenomena that complicate the optimization process. To address this issue we propose a first modular approach to NN design, wherein the NN…

Machine Learning · Computer Science 2019-02-26 David Castillo-Bolado , Cayetano Guerra-Artal , Mario Hernandez-Tejera

Building a scalable and real-time recommendation system is vital for many businesses driven by time-sensitive customer feedback, such as short-videos ranking or online ads. Despite the ubiquitous adoption of production-scale deep learning…

Information Retrieval · Computer Science 2022-09-29 Zhuoran Liu , Leqi Zou , Xuan Zou , Caihua Wang , Biao Zhang , Da Tang , Bolin Zhu , Yijie Zhu , Peng Wu , Ke Wang , Youlong Cheng

[Context] The adoption of micro-frontends architectures has gained traction as a promising approach to enhance modularity, scalability, and maintainability of web applications. [Goal] The primary aim of this research is to investigate the…

Software Engineering · Computer Science 2024-07-23 Fabio Antunes , Maria Julia Dias Lima , Marco Antônio Pereira Araújo , Davide Taibi , Marcos Kalinowski

Software modernisation through the migration from monolithic architectures to microservices has become increasingly critical, yet identifying effective service boundaries remains a complex and unresolved challenge. Although numerous…

Microservices are becoming the defacto design choice for software architecture. It involves partitioning the software components into finer modules such that the development can happen independently. It also provides natural benefits when…

Software Engineering · Computer Science 2021-02-09 Utkarsh Desai , Sambaran Bandyopadhyay , Srikanth Tamilselvam

Internet of things is growing with a large number of diverse objects which generate billions of data streams by sensing, actuating and communicating. Management of heterogeneous IoT objects with existing approaches and processing of myriads…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-22 Sajjad Ali , Muhammad Aslam Jarwar , Ilyoung Chong

Microservice Architectures (MA) have the potential to increase the agility of software development. In an era where businesses require software applications to evolve to support software emerging requirements, particularly for Internet of…

Software Engineering · Computer Science 2017-09-28 Dharmendra Shadija , Mo Rezai , Richard Hill

As Monolithic applications evolve, they become increasingly difficult to maintain and improve, leading to scaling and organizational issues. The Microservices architecture, known for its modularity, flexibility and scalability, offers a…

Software Engineering · Computer Science 2025-11-18 Khaled Sellami , Mohamed Aymen Saied

In the rapidly advancing field of multi-modal machine learning (MMML), the convergence of multiple data modalities has the potential to reshape various applications. This paper presents a comprehensive overview of the current state,…

Machine Learning · Computer Science 2023-07-31 Binyang Song , Rui Zhou , Faez Ahmed

Recently, many software organizations have been adopting Continuous Delivery and Continuous Deployment (CD) practices to develop and deliver quality software more frequently and reliably. Whilst an increasing amount of the literature covers…

Software Engineering · Computer Science 2018-08-28 Mojtaba Shahin , Mansooreh Zahedi , Muhammad Ali Babar , Liming Zhu

Modern and next generation digital infrastructures are technically based on service oriented structures, cloud services, and other architectures that compose large systems from smaller subsystems. The composition of subsystems is…

Software Engineering · Computer Science 2020-09-30 Peter Fettke , Wolfgang Reisig

Cloud-native systems represent a significant leap in constructing scalable, large systems, employing microservice architecture as a key element in developing distributed systems through self-contained components. However, the decentralized…

Software Engineering · Computer Science 2024-07-25 Amr S. Abdelfattah

The microservice architecture is a style inspired by service-oriented computing that has recently started gaining popularity and that promises to change the way in which software is perceived, conceived and designed. In this paper we offer…

Software Engineering · Computer Science 2016-10-10 Manuel Mazzara , Ruslan Mustafin , Larisa Safina , Ivan Lanese

The increasing usage of machine learning (ML) coupled with the software architectural challenges of the modern era has resulted in two broad research areas: i) software architecture for ML-based systems, which focuses on developing…

Software Engineering · Computer Science 2021-03-17 Henry Muccini , Karthik Vaidhyanathan