2004 WordnetBasedTextDocClustring

• (Sedding and Kazakov, 2004) ⇒ Julian Sedding, Dimitar Kazakov. (2004). “Wordnet-based Text Document Clustering.” In: COLING-2004 Workshop on Robust Methods in Analysis of Natural Language Data (ROMAND).

Subject Headings:

Notes

• It presents a Text Clustering Algorithm.
• It extends the work of (Hotho et al., 2003)
• It analyzes the benefits of partial disambiguation of words by their PoS and the inclusion of WordNet concepts.
• It uses on POS tags to ais in WSD. This leads to noisy Vectors which significantly hurts performance.
• A possible solution to that would be to use a word-by-word disambiguation in order to chose the correct sense of a word
• Only the hypernyms for the correct sense would be considered.

References

• (Hotho et al., 2003) ⇒ Andreas Hotho, Steffen Staab, and Gerd Stumme. (2003). “Wordnet improves text document clustering.” In: Proceedings of the Semantic Web Workshop at SIGIR-2003, 26th ACM SIGIR Conference .

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2004 WordnetBasedTextDocClustring	Julian Sedding Dimitar Kazakov			Wordnet-based Text Document Clustering			http://acl.ldc.upenn.edu/coling2004/W9/pdf/proceedings.pdf#page=86			2004