Abstract
The process of connecting enterprise systems and applications to digital platforms and ecosystems requires interoperability on different levels and eventually leads to the task of creating a schema mapping. At present, this task is carried out manually and prior research has proven this task difficult to automate. In this paper, we discuss the suitability of machine
learning approaches to create an auto-mapping functionality, so different schemas and standards can (partially) be mapped automatically, and incorporate a symbiotic approach to improve the matching result. To the best of our knowledge, this is a new approach with potential to reduce the time needed for schema matching tasks. The main contribution of this paper is a reference architecture and prototype for smarter interoperability using a combination
of automatic schema matching, based on machine learning, and intelligence amplification.
learning approaches to create an auto-mapping functionality, so different schemas and standards can (partially) be mapped automatically, and incorporate a symbiotic approach to improve the matching result. To the best of our knowledge, this is a new approach with potential to reduce the time needed for schema matching tasks. The main contribution of this paper is a reference architecture and prototype for smarter interoperability using a combination
of automatic schema matching, based on machine learning, and intelligence amplification.
| Original language | English |
|---|---|
| Title of host publication | 10th International Conference on Interoperability for Enterprise Systems and Applications, I-ESA 2020 |
| Subtitle of host publication | Tarbes, France, November 17-19, 2020 |
| Publisher | CEUR |
| Number of pages | 6 |
| Publication status | Published - 7 Jul 2021 |
| Event | 10th International Conference on Interoperability for Enterprise Systems and Applications, I-ESA 2020: Interoperability in the era of artificial intelligence - ENIT (online), Tarbes, France Duration: 17 Nov 2020 → 20 Nov 2020 Conference number: 10 https://iesa2020.enit.fr/ |
Publication series
| Name | CEUR Workshop Proceedings |
|---|---|
| Publisher | CEUR |
| Volume | 2900 |
| ISSN (Print) | 1613-0073 |
Conference
| Conference | 10th International Conference on Interoperability for Enterprise Systems and Applications, I-ESA 2020 |
|---|---|
| Abbreviated title | I-ESA 2020 |
| Country/Territory | France |
| City | Tarbes |
| Period | 17/11/20 → 20/11/20 |
| Internet address |
Keywords
- Interoperability
- Machine learning
- Schema matching
- Auto-mapping
- Intelligence amplification