2009 · 46 citations · 19 references
EngineeringKnowledge ExtractionWrapper InductionRelated Information NeedsSemantic WebWeb RecordsText MiningNatural Language ProcessingInformation RetrievalData ScienceData MiningKnowledge DiscoverySemantic Web TechniqueComputer ScienceInductive Logic ProgrammingInductive LogicInformation ExtractionWeb MiningAutomated ReasoningRule InductionWeb Semantics
Web information is often presented in the form of record, e.g., a product record on a shopping website or a personal profile on a social utility website. Given a host webpage and related information needs, how to identify relevant records as well as their internal semantic structures is critical to many online information systems. Wrapper induction is one of the most effective methods for such tasks. However, most traditional wrapper techniques have issues dealing with web records since they are designed to extract information from a page, not a record. We propose a record-level wrapper system. In our system, we use a novel ``broom'' structure to represent both records and generated wrappers. With such representation, our system is able to effectively extract records and identify their internal semantics at the same time. We test our system on 16 real-life websites from four different domains. Experimental results demonstrate 99\% extraction accuracy in terms of F1-Value.
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Wrapper induction for information extraction
Nicholas Kushmerick, Daniel S. Weld · 1997 · 1K citations
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Alberto H. F. Laender, Berthier Ribeiro‐Neto, Altigran S. da Silva et al. · ACM SIGMOD Record · 2002 · 684 citations
Mining data records in Web pages
Bing Liu, Robert L. Grossman, Yanhong Zhai · 2003 · 433 citations