Ponencia
On Feeding Business Systems with Linked Resources from the Web of Data
Autor/es | Cimmino Arriaga, Andrea Jesús
Corchuelo Gil, Rafael |
Departamento | Universidad de Sevilla. Departamento de Lenguajes y Sistemas Informáticos |
Fecha de publicación | 2018-07 |
Fecha de depósito | 2023-03-27 |
Publicado en |
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ISBN/ISSN | 978-3-319-93930-8 (impreso) 978-3-319-93931-5 (online) |
Resumen | Business systems that are fed with data from the Web of Data require transparent interoperability. The Linked Data principles establish that different resources that represent the same real-world entities must be linked ... Business systems that are fed with data from the Web of Data require transparent interoperability. The Linked Data principles establish that different resources that represent the same real-world entities must be linked for such purpose. Link rules are paramount to transparent interoperability since they produce the links between resources. State-of-the-art link rules are learnt by genetic programming and build on comparing the values of the attributes of the resources. Unfortunately, this approach falls short in cases in which resources have similar values for their attributes, but represent different real-world entities. In this paper, we present a proposal that leverages a genetic programming that learns link rules and an ad-hoc filtering technique that boosts them to decide whether the links that they produce must be selected or not. Our analysis of the literature reveals that our approach is novel and our experimental analysis confirms that it helps improve the F1 score by increasing precision without a significant penalty on recall. |
Agencias financiadoras | Ministerio de Economía y Competitividad (MINECO). España |
Identificador del proyecto | TIN2013-40848-R
TIN2016- 75394-R |
Cita | Cimmino Arriaga, A.J. y Corchuelo Gil, R. (2018). On Feeding Business Systems with Linked Resources from the Web of Data. En 21st International Conference: Business Information Systems (BIS 2018) (307-320), Berlin, Germany: Springer. |
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