A session-based ontology alignment approach enabling user involvement
نویسندگان
چکیده
One of the current challenges in ontology alignment is the user involvement in the alignment process. To obtain high-quality alignments user involvement is needed for validation of matching results as well as in the mapping generation process. Further, there is a need for supporting the user in tasks such as matcher selection, combination and tuning. In this paper we introduce a conceptual ontology alignment framework that enables user involvement in a natural way. This is achieved by introducing different kinds of interruptible sessions. The framework allows partial computations for generating mapping suggestions, partial validations of mapping suggestions, recommendations for alignment strategies as well as the use of validation decisions in the (re-)computation of mapping suggestions and the recommendations. Further, we show the feasibility of the approach by implementing a session-based version of an existing system. We also show through experiments the advantages of our approach for ontology alignment as well as for evaluation of ontology alignment strategies.
منابع مشابه
A Session-Based Approach for Aligning Large Ontologies
There are a number of challenges that need to be addressed when aligning large ontologies. Previous work has pointed out scalability and efficiency of matching techniques, matching with background knowledge, support for matcher selection, combination and tuning, and user involvement as major requirements. In this paper we address these challenges. Our first contribution is an ontology alignment...
متن کاملA framework for session-based ontology alignment
In this abstract we tackle the problem of aligning large ontologies where the map-pings suggested by the ontology alignment system need to be validated. Although we focus on an ontology alignment framework, the ideas may be used and extended for community-based or collaborative ontology alignment. In contrast to the case of small ontologies, the computation of mapping suggestions can take a lon...
متن کاملUser Involvement for Large-Scale Ontology Alignment
Currently one of the challenges for the ontology alignment community is the user involvement in the alignment process. At the same time, the focus of the community has shifted towards large-scale matching which introduces an additional dimension to this issue. This paper aims to provide a set of requirements that foster the user involvement for large-scale ontology alignment tasks and a state o...
متن کاملRequirements for and Evaluation of User Support for Large-Scale Ontology Alignment - Extended version
Currently one of the challenges for the ontology alignment community is the user involvement in the alignment process. At the same time, the focus of the community has shifted towards large-scale matching which introduces an additional dimension to this issue. This paper aims to provide a set of requirements that foster the user involvement for large-scale ontology alignment tasks. Further, we ...
متن کاملA New Ontology-Based Approach for Human Activity Recognition from GPS Data
Mobile technologies have deployed a variety of Internet–based services via location based services. The adoption of these services by users has led to mammoth amounts of trajectory data. To use these services effectively, analysis of these kinds of data across different application domains is required in order to identify the activities that users might need to do in different places. Researche...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Semantic Web
دوره 8 شماره
صفحات -
تاریخ انتشار 2017