A Review on the Integration of Deep Learning and Service-Oriented Architecture
- 1 July 2021
- journal article
- review article
- Published by IGI Global in Journal of Database Management
- Vol. 32 (3), 95-119
- https://doi.org/10.4018/jdm.2021070105
Abstract
In recent years, machine learning has been used for data processing and analysis, providing insights to businesses and policymakers. Deep learning technology is promising to further revolutionize this processing leading to better and more accurate results. Current trends in information and communication technology are accelerating widespread use of web services in supporting a service-oriented architecture (SOA) consisting of services, their compositions, interactions, and management. Deep learning approaches can be applied to support the development of SOA-based solutions, leveraging the vast amount of data on web services currently available. On the other hand, SOA has mechanisms that can support the development of distributed, flexible, and reusable infrastructures for the use of deep learning. This paper presents a literature survey and discusses how SOA can be enabled by as well as facilitate the use of deep learning approaches in different types of environments for different levels of users. Request access from your librarian to read this article's full text.Keywords
This publication has 56 references indexed in Scilit:
- A deep learning approach for web service interactionsPublished by Association for Computing Machinery (ACM) ,2017
- A service computing manifestoCommunications of the ACM, 2017
- DLTSR: A Deep Learning Framework for Recommendations of Long-Tail Web ServicesIEEE Transactions on Services Computing, 2017
- SOLAR: Services-Oriented Learning ArchitecturesPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2016
- Metalearning: a survey of trends and technologiesArtificial Intelligence Review, 2013
- Leveraging Early Aspects in End-to-End Model Driven Development for Non-Functional Properties in Service Oriented ArchitectureJournal of Database Management, 2011
- Service Composition and Interaction in a SOC Middleware Supporting Separation of Concerns with Flows and ViewsJournal of Database Management, 2011
- Multi-Level Modeling of Web Service Compositions with Transactional PropertiesJournal of Database Management, 2011
- A Survey of Approaches to Web Service Discovery in Service-Oriented ArchitecturesJournal of Database Management, 2011
- Service oriented architectures: approaches, technologies and research issuesThe VLDB Journal, 2007