English
Related papers

Related papers: A Systematic Literature Review of Machine Learning…

200 papers

The adoption of microservice architecture has seen a considerable upswing in recent years, mainly driven by the need to modernize legacy systems and address their limitations. Legacy systems, typically designed as monolithic applications,…

The aim of this paper to provide the solution microservices architecture as a popular alternative to monolithic architecture. It discusses the advantages of microservices and the challenges that organizations face when transitioning from a…

Software Engineering · Computer Science 2023-09-08 Momil Seedat , Qaisar Abbas , Nadeem Ahmad

The microservice architectural style has many advantages such as scalability, reusability, and easy maintainability. Microservices have therefore become a popular architectural choice when developing new applications. Reaping these benefits…

Software Engineering · Computer Science 2023-01-18 Meryam Chaieb , Mohamed Aymen Saied

Context. Re-architecting monolithic systems with Microservices-based architecture is a common trend. Various companies are migrating to Microservices for different reasons. However, making such an important decision like re-architecting an…

Software Engineering · Computer Science 2021-05-03 Florian Auer , Valentina Lenarduzzi , Michael Felderer , Davide Taibi

While Microservices are a preferred choice for modern cloud-based applications, the migration and architectural refactoring of existing legacy systems is still a major challenge in industry. To address this, academia has proposed many…

Software Engineering · Computer Science 2023-11-10 Jonas Fritzsch , Filipe Correia , Justus Bogner , Stefan Wagner

To remain competitive in a fast changing environment, many companies started to migrate their legacy applications towards a Microservices architecture. Such extensive migration processes require careful planning and consideration of…

Software Engineering · Computer Science 2020-01-22 Jonas Fritzsch , Justus Bogner , Stefan Wagner , Alfred Zimmermann

As organizations increasingly transition from monolithic systems to microservices, they aim to achieve higher availability, automatic scaling, simplified infrastructure management, enhanced collaboration, and streamlined deployments.…

Software Engineering · Computer Science 2025-10-06 Rita Peixoto , Filipe F. Correia , Thatiane Rosa , Eduardo Guerra , Alfredo Goldman

Background. The migration from monolithic systems to microservices involves deep refactoring of the systems. Therefore, the migration usually has a big economic impact and companies tend to postpone several activities during this process,…

Software Engineering · Computer Science 2020-07-07 Valentina Lenarduzzi , Francesco Lomio , Nyyti Saarimäki , Davide Taibi

The microservices architectural style is widely favored for its scalability, reusability, and easy maintainability, prompting increased adoption by developers. However, transitioning from a monolithic to a microservices-based architecture…

Software Engineering · Computer Science 2024-02-14 Meryam chaieb , Mohamed Aymen Saied

The agility inherent to today's business promotes the definition of software architectures where the business entities are decoupled into modules and/or services. However, there are advantages in having a rich domain model, where domain…

Software Engineering · Computer Science 2022-01-20 Diogo Faustino , Nuno Gonçalves , Manuel Portela , António Rito Silva

The euphoria around microservices has decreased over the years, but the trend of modernizing legacy systems to this novel architectural style is unbroken to date. A variety of approaches have been proposed in academia and industry, aiming…

Software Engineering · Computer Science 2024-09-12 Jonas Fritzsch , Justus Bogner , Markus Haug , Stefan Wagner , Alfred Zimmermann

Microservices have gained wide recognition and acceptance in software industries as an emerging architectural style for autonomic, scalable, and more reliable computing. The transition to microservices has been highly motivated by the need…

Software Engineering · Computer Science 2019-03-29 Sara Hassan , Rami Bahsoon , Rick Kazman

[Context] Machine learning (ML)-enabled systems are present in our society, driving significant digital transformations. The dynamic nature of ML development, characterized by experimental cycles and rapid changes in data, poses challenges…

Software Engineering · Computer Science 2025-06-27 Lucas Romao , Hugo Villamizar , Romeu Oliveira , Silvio Alonso , Marcos Kalinowski

The transition from monolithic to microservices architecture revolutionized software development by improving scalability and maintainability. This paradigm shift is now becoming relevant for complex multi-agent systems (MAS). This review…

Software Engineering · Computer Science 2025-05-14 Muskaan Goyal , Pranav Bhasin

Background: As Machine Learning (ML) advances rapidly in many fields, it is being adopted by academics and businesses alike. However, ML has a number of different challenges in terms of maintenance not found in traditional software…

Artificial Intelligence · Computer Science 2024-08-20 Karthik Shivashankar , Antonio Martini

The microservices architectural style has become the de facto standard for large-scale cloud applications, offering numerous benefits in scalability, maintainability, and deployment flexibility. Many organizations are pursuing the migration…

Software Engineering · Computer Science 2025-03-28 Matthéo Lecrivain , Hanifa Barry , Dalila Tamzalit , Houari Sahraoui

This systematic literature review examines the critical challenges and solutions related to scalability and maintainability in Machine Learning (ML) systems. As ML applications become increasingly complex and widespread across industries,…

Software Engineering · Computer Science 2025-04-16 Karthik Shivashankar , Ghadi S. Al Hajj , Antonio Martini

In traditional SaaS enterprise applications, microservices are an essential ingredient to deploy machine learning (ML) models successfully. In general, microservices result in efficiencies in software service design, development, and…

Software Engineering · Computer Science 2020-05-05 Venkata Duvvuri

While the recently emerged Microservices architectural style is widely discussed in literature, it is difficult to find clear guidance on the process of refactoring legacy applications. The importance of the topic is underpinned by high…

Software Engineering · Computer Science 2019-01-25 Jonas Fritzsch , Justus Bogner , Alfred Zimmermann , Stefan Wagner

Micromobility systems, which include lightweight and low-speed vehicles such as bicycles, e-bikes, and e-scooters, have become an important part of urban transportation and are used to solve problems such as traffic congestion, air…

Machine Learning · Computer Science 2025-08-25 Sen Yan , Chinmaya Kaundanya , Noel E. O'Connor , Suzanne Little , Mingming Liu
‹ Prev 1 2 3 10 Next ›