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Jaime G. Carbonell

2013

Classification; information visualization

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Creating And Visualizing Fuzzy Document Classification, Judith Gelernter, Dong Cao, Raymond Lu, Eugene Fink, Jaime G. Carbonell May 2013

Creating And Visualizing Fuzzy Document Classification, Judith Gelernter, Dong Cao, Raymond Lu, Eugene Fink, Jaime G. Carbonell

Jaime G. Carbonell

Fuzzy classification ranks items by degree rather than assigning them either within or without of a category. The novelty of our work is in integrating fuzzy classification algorithms with an interface to visualize fuzzy results. An advantage of our algorithms' `fuzziness' is that it provides additional information per retrieved result that helps in deciding whether to drill down to the document or skip it. An advantage of our interface is that it allows users to visualize those differences quickly. We have created a prototype that allows the retrieval of journal articles by content word or by ontology-supported browse categories that …