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The complex dependencies and propagative faults inherent in microservices, characterized by a dense network of interconnected services, pose significant challenges in identifying the underlying causes of issues. Prompt identification and…

Software Engineering · Computer Science 2024-08-05 Tingting Wang , Guilin Qi

Mining Software Repositories (MSR) has become an essential activity in software development. Mining architectural information to support architecting activities, such as architecture understanding, has received significant attention in…

Software Engineering · Computer Science 2024-04-05 Musengamana Jean de Dieu , Peng Liang , Mojtaba Shahin , Chen Yang , Zengyang Li

Solving cybersecurity issues requires a holistic understanding of components, factors, structures and their interactions in cyberspace, but conventional modeling approaches view the field of cybersecurity by their boundaries so that we are…

Cryptography and Security · Computer Science 2020-01-17 Dingyu Yan

In recent decades, it has become a significant tendency for industrial manufacturers to adopt decentralization as a new manufacturing paradigm. This enables more efficient operations and facilitates the shift from mass to customized…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-17 Hai Dinh-Tuan , Felix Beierle , Sandro Rodriguez Garzon

Risk assessment services fulfil the task of generating a risk report from personal information and are developed for purposes like disease prognosis, resource utilization prioritization, and informing clinical interventions. A major…

Quantitative Methods · Quantitative Biology 2019-03-19 Eryu Xia , Yiqin Yu , Enliang Xu , Jing Mei , Wen Sun

Organisations, whether in government, industry or commerce, are required to make decisions in a complex and uncertain environment. The way models are used is intimately connected to the way organisations make decisions and the context in…

Other Statistics · Statistics 2020-08-28 Chris J Dent , Michael Goldstein , Andrew Wright , Henry P. Wynn

The advent of Industrial Internet of Things (IIoT) has imposed more stringent requirements on industrial software in terms of communication delay, scalability, and maintainability. Microservice architecture (MSA), a novel software…

Software Engineering · Computer Science 2023-12-25 Teng Zhong , Yinglei Teng , Shijun Ma , Jiaxuan Chen , Sicong Yu

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

In today's digital landscape, Deep Recommender Systems (DRS) play a crucial role in navigating and customizing online content for individual preferences. However, conventional methods, which mainly depend on single recommendation task,…

Information Retrieval · Computer Science 2025-03-03 Xiangyu Zhao , Yichao Wang , Bo Chen , Jingtong Gao , Yuhao Wang , Xiaopeng Li , Pengyue Jia , Qidong Liu , Huifeng Guo , Ruiming Tang

Scalability and maintainability challenges in monolithic systems have led to the adoption of microservices, which divide systems into smaller, independent services. However, migrating existing monolithic systems to microservices is a…

Software Engineering · Computer Science 2025-08-25 Imen Trabelsi , Brahim Mahmoudi , Jean Baptiste Minani , Naouel Moha , Yann-Gaël Guéhéneuc

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

An increasing number of publications present the joint application of Design of Experiments (DOE) and machine learning (ML) as a methodology to collect and analyze data on a specific industrial phenomenon. However, the literature shows that…

Machine Learning · Statistics 2022-05-20 Rosa Arboretti , Riccardo Ceccato , Luca Pegoraro , Luigi Salmaso

This research investigates the implementation of a real-time, microservices-oriented dynamic pricing system for the travel sector. The system is designed to address factors such as demand, competitor pricing, and other external…

Computational Engineering, Finance, and Science · Computer Science 2024-11-05 Biman Barua , M. Shamim Kaiser

The use of cloud technology can offer significant savings for the deployment of services, provided that the service is able to make efficient use of the available virtual resources to meet service-level requirements. To avoid software…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-10-27 Einar Broch Johnsen , Ka I Pun , S. Lizeth Tapia Tarifa

Discrete Choice Modelling serves as a robust framework for modelling human choice behaviour across various disciplines. Building a choice model is a semi structured research process that involves a combination of a priori assumptions,…

Econometrics · Economics 2025-06-09 Gabriel Nova , Sander van Cranenburgh , Stephane Hess

Microservices have been a key architectural approach for over a decade, transforming system design by promoting decentralization and allowing development teams to work independently on specific microservices. While loosely coupled…

Software Engineering · Computer Science 2025-01-22 Amr S. Abdelfattah , Kari E Cordes , Austin Medina , Tomas Cerny

Recently, Foundation Models (FMs), with their extensive knowledge bases and complex architectures, have offered unique opportunities within the realm of recommender systems (RSs). In this paper, we attempt to thoroughly examine FM-based…

Information Retrieval · Computer Science 2024-02-20 Chengkai Huang , Tong Yu , Kaige Xie , Shuai Zhang , Lina Yao , Julian McAuley

With the recent advances in the field of artificial intelligence, an increasing number of decision-making tasks are delegated to software systems. A key requirement for the success and adoption of such systems is that users must trust…

Artificial Intelligence · Computer Science 2020-06-17 Ingrid Nunes , Dietmar Jannach

The idea behind microservices architecture is to develop a single large, complex application as a suite of small, cohesive, independent services. On the other way, monolithic systems get larger over the time, deviating from the intended…

Software Engineering · Computer Science 2016-05-11 Alessandra Levcovitz , Ricardo Terra , Marco Tulio Valente

Successful smart services require seamless integration into existing corporate systems and an interdisciplinary approach that aligns the development of both business models and technical architectures. Multi-disciplinarity and cocreating…

Computation · Statistics 2025-02-14 Nikola Pascher , Jochen Wulf