Abstract
Traditionally the integration of data from multiple sources is done on an ad-hoc basis for each analysis scenario and application. This is an approach that is inflexible, incurs high costs, and leads to 'silos' that prevent sharing data across different agencies or tasks. A standard approach to tackling this problem is to design a common ontology and to construct source descriptions which specify mappings between the sources and the ontology. Modeling the semantics of data manually requires huge human cost and expertise, making an automatic method of semantic modeling desired. Automatic semantic model has been gaining attention in data integration [5], federated data query [14] and knowledge graph construction [6]. This paper proposes an service-oriented architecture to create a correct semantic model, including annotating training data, training the machine learning model, and predict an accurate semantic model for new data source. Moreover, a holistic process for automatic semantic modeling is presented. By the usage of ASMaaS, historical semantic annotations for training machine learning model used in automatic semantic modeling can be shared, reducing costs of human resources from users. By specifying a well defined interface, users are able to have access to automatic semantic modeling process at any time, from anywhere. In addition, users must not be concerned with machine learning technologies and pipeline used in automatic semantic modeling, focusing mainly on the business itself.
Original language | English |
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Title of host publication | 2021 IEEE World Congress on Services |
Subtitle of host publication | SERVICES 2021 |
Editors | Nimanthi Atukorala, Carl Chang, Rong Chang, Ernesto Damiani, Ian Foster, Zhongjie Wang, Jia Zhang |
Place of Publication | United States |
Publisher | IEEE, Institute of Electrical and Electronics Engineers |
Pages | 33-40 |
Number of pages | 8 |
ISBN (Electronic) | 9781665427197 |
ISBN (Print) | 9781665427203 (Print on demand) |
DOIs | |
Publication status | Published - 2021 |
Event | IEEE Services 2021: IEEE World Congress on Services - Online, Chicago, United States Duration: 05 Sept 2021 → 11 Sept 2021 https://conferences.computer.org/services/2021/ https://ieeexplore.ieee.org/xpl/conhome/9604214/proceeding (Proceedings) https://conferences.computer.org/services/2021/programs/2021ServicesProgram_final.pdf (Full congress program) |
Publication series
Name | Proceedings - 2021 IEEE World Congress on Services, SERVICES 2021 |
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ISSN (Electronic) | 2642-939X |
Conference
Conference | IEEE Services 2021 |
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Country/Territory | United States |
City | Chicago |
Period | 05/09/21 → 11/09/21 |
Other | The 2021 IEEE World Congress on Services will be held as an all-online virtual event. SERVICES 2021 is solely sponsored by the IEEE Computer Society under the auspice of the Technical Committee on Services Computing (TCSVC). The scope of SERVICES 2021 covers all aspects of services computing and applications, current or emerging. Centered around services computing, SERVICES 2021 covers various systems and networking research pertaining to cloud, edge and Internet-of-Things (IoT), as well as technologies for intelligent computing, learning, Big Data and blockchain applications, addressing critical issues such as knowledge network, high performance, security, privacy, dependability, trustworthiness, and cost-effectiveness. Particularly, the 2021 Congress will welcome papers on the impact of COVID-19 on services and corresponding infrastructure. In addition to co-located theme-topic conferences, the Congress will also include symposia and workshops supporting deep-dive discussions on emerging important topics, and complement the SERVICES 2021 program with industry and application presentations and panels. Authors are invited to prepare early and submit original papers to any of these conferences at www.easychair.org. All submitted manuscripts will be peer-reviewed by at least three reviewers. Accepted and presented papers will appear in the conference proceedings published by the IEEE Computer Society Press. SERVICES 2021 is the only premier professional event for the services computing field offered by IEEE. |
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