A review on the applications of Bayesian network in web service

IF 1.6 Q2 ENGINEERING, MULTIDISCIPLINARY International Journal of System Assurance Engineering and Management Pub Date : 2024-05-27 DOI:10.1007/s13198-024-02367-y

Kouami A. Guinhouya

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Abstract

Web services (WS) are the preferred approach in realizing the service-oriented computing paradigm. However, this comes with challenges such as complexity and uncertainty that hinder their practical application. Bayesian networks (BNs) are one of the techniques used to address these challenges. The objective of this mapping study was to determine what is known about the use of Bayesian networks in web services research. To do this, we identified and selected rigorously 69 articles (out of the 532 identified) published on the subject in 2001–2021. We then classified and analyzed these articles by Web service themes (Service Composition, Service Management, Service Engineering), Objectives (Description, Prediction, Prescription), Types of BN (Basic, Combined, Extended), and Evaluation methods (Proof of concept, Experiment, No evaluation). In doing so, we hope to provide a clear understanding of the subject. We also identify and suggest avenues for future research. Thus, the review results can help researchers and practitioners interested by the application of BNs in WS research.

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贝叶斯网络在网络服务中的应用综述

网络服务（WS）是实现面向服务计算模式的首选方法。然而，这也带来了复杂性和不确定性等挑战，阻碍了它们的实际应用。贝叶斯网络（BN）是用于应对这些挑战的技术之一。本制图研究的目的是确定贝叶斯网络在网络服务研究中的应用情况。为此，我们从 2001-2021 年间发表的 532 篇文章中严格筛选出 69 篇。然后，我们按照网络服务主题（服务组合、服务管理、服务工程）、目标（描述、预测、处方）、贝叶斯网络类型（基本、组合、扩展）和评估方法（概念验证、实验、无评估）对这些文章进行了分类和分析。在此过程中，我们希望对这一主题有一个清晰的认识。我们还确定并提出了未来的研究方向。因此，综述结果可以帮助对在 WS 研究中应用生物网络感兴趣的研究人员和从业人员。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

International Journal of System Assurance Engineering and Management ENGINEERING, MULTIDISCIPLINARY-

CiteScore

4.30

自引率

10.00%

发文量

252

期刊介绍： This Journal is established with a view to cater to increased awareness for high quality research in the seamless integration of heterogeneous technologies to formulate bankable solutions to the emergent complex engineering problems. Assurance engineering could be thought of as relating to the provision of higher confidence in the reliable and secure implementation of a system’s critical characteristic features through the espousal of a holistic approach by using a wide variety of cross disciplinary tools and techniques. Successful realization of sustainable and dependable products, systems and services involves an extensive adoption of Reliability, Quality, Safety and Risk related procedures for achieving high assurancelevels of performance; also pivotal are the management issues related to risk and uncertainty that govern the practical constraints encountered in their deployment. It is our intention to provide a platform for the modeling and analysis of large engineering systems, among the other aforementioned allied goals of systems assurance engineering, leading to the enforcement of performance enhancement measures. Achieving a fine balance between theory and practice is the primary focus. The Journal only publishes high quality papers that have passed the rigorous peer review procedure of an archival scientific Journal. The aim is an increasing number of submissions, wide circulation and a high impact factor.