Collective entity resolution in relational data
نویسندگان
چکیده
منابع مشابه
A Relational Learning Approach for Collective Entity Resolution in the Web of Data
The integration of different datasets in the Linked Data Cloud is a key aspect to the success of the Web of Data. To tackle this problem most of existent solutions have been supported by the task of entity resolution. However, many challenges still prevail specially when considering different types, structures and vocabularies used in the Web. Another common problem is that data usually are inc...
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Entity resolution is a critical component of data integration where the goal is to reconcile database references corresponding to the same real-world entities. Given the abundance of publicly available databases that have unresolved entities, we motivate the problem of quick and accurate resolution for answering queries over such ‘unclean’ databases. Since collective entity resolution approache...
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Entity resolution is the task of linking each mention of an entity in text to the corresponding record in a knowledge base (KB). Coherence models for entity resolution encourage all referring expressions in a document to resolve to entities that are related in the KB. We explore attentionlike mechanisms for coherence, where the evidence for each candidate is based on a small set of strong relat...
متن کاملProgressive Approach to Relational Entity Resolution
This paper proposes a progressive approach to entity resolution (ER) that allows users to explore a trade-off between the resolution cost and the achieved quality of the resolved data. In particular, our approach aims to produce the highest quality result given a constraint on the resolution budget, specified by the user. Our proposed method monitors and dynamically reassesses the resolution pr...
متن کاملGeneric Statistical Relational Entity Resolution in Knowledge Graphs
Entity resolution, the problem of identifying the underlying entity of references found in data, has been researched for many decades in many communities. A common theme in this research has been the importance of incorporating relational features into the resolution process. Relational entity resolution is particularly important in knowledge graphs (KGs), which have a regular structure capturi...
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ژورنال
عنوان ژورنال: ACM Transactions on Knowledge Discovery from Data
سال: 2007
ISSN: 1556-4681,1556-472X
DOI: 10.1145/1217299.1217304