2008 · 30 citations · 14 references
ComputingComputer ScienceData MiningNatural Language ProcessingText AnalyticsClassificationConcept ExtractionInformation ExtractionKnowledge ExtractionText MiningWeb MiningAttribute ExtractionAttributesInformation Extraction From Structured DocumentsInformation Extraction From TextPrecisionWeakly Supervised Information ExtractionWeakly Supervised LearningWeb Information Extraction
We propose a weakly-supervised approach for extracting class attributes from structured text available within Web documents. The overall precision of the extracted attributes is around 30% higher than with previous methods operating on Web documents. In addition to attribute extraction, this approach also automatically identifies values for a subset of the extracted class attributes.
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