subject predicate object context
23023 Creator 2482a533b100c51b082644502f2b86e0
23023 Creator 2c99057c5a6fbdfdf23181c7ca14cb24
23023 Date 2009-06
23023 Is Part Of repository
23023 abstract The increasing availability of sensor data through a variety of sensor-driven devices raises the need to exploit the data observed by sensors with the help of formally specified knowledge representations, such as the ones provided by the Semantic Web. In order to facilitate such a Semantic Sensor Web, the challenge is to bridge between symbolic knowledge representations and the measured data collected by sensors. In particular, one needs to map a given set of arbitrary sensor data to a particular set of symbolic knowledge representations, e.g. ontology instances. This task is particularly challenging due to the potential infinite variety of possible sensor measurements. Conceptual Spaces (CS) provide a means to represent knowledge in geometrical vector spaces in order to enable computation of similarities between knowledge entities by means of distance metrics. We propose an ontology for CS which allows to refine symbolic concepts as CS and to ground instances to so-called prototypical members described by vectors. By computing similarities in terms of spatial distances between a given set of sensor measurements and a finite set of prototypical members, the most similar instance can be identified. In that, we provide a means to bridge between the real-world as observed by sensors and symbolic representations. We also propose an initial implementation utilizing our approach for measurement-based Semantic Web Service discovery.
23023 authorList authors
23023 presentedAt ext-21d846aa28369d4b69216c3f8ad696cc
23023 status peerReviewed
23023 uri http://data.open.ac.uk/oro/document/10879
23023 uri http://data.open.ac.uk/oro/document/15039
23023 uri http://data.open.ac.uk/oro/document/19987
23023 uri http://data.open.ac.uk/oro/document/5808
23023 type AcademicArticle
23023 type Article
23023 label Dietze, Stefan and Domingue, John (2009). Bridging between sensor measurements and symbolic ontologies through conceptual spaces. In: 1st International Workshop on the Semantic Sensor Web (SemSensWeb 2009) at The 6th Annual European Semantic Web Conference (ESWC 2009), 1 Jun 2009, Heraklion, Crete, Greece.
23023 label Dietze, Stefan and Domingue, John (2009). Bridging between sensor measurements and symbolic ontologies through conceptual spaces. In: 1st International Workshop on the Semantic Sensor Web (SemSensWeb 2009) at The 6th Annual European Semantic Web Conference (ESWC 2009), 1 Jun 2009, Heraklion, Crete, Greece.
23023 Title Bridging between sensor measurements and symbolic ontologies through conceptual spaces
23023 in dataset oro