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Searching for authors named "Claire Cardie" – sorted by Relevance.

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  • Improving minority class prediction using case-specific feature weights  
  • by Claire Cardie — 1997 — Proceedings of the Fourteenth International Conference on Machine Learning
  • …This paper addresses the problem of handling skewed class distributions within the case-based learning (CBL) framework. We rst present as a baseline an informationgain-weighted CBL algorithm and apply it to three data sets from natural language processing (NLP) with skewed class distributions. Altho…
  • Cited by 39 (3 self)Add To MetaCart
  • Using Decision Trees to Improve Case-Based Learning  
  • by Claire Cardie — 1993 — In Proceedings of the Tenth International Conference on Machine Learning
  • …This paper shows that decision trees can be used to improve the performance of casebased learning (CBL) systems. We introduce a performance task for machine learning systems called semi-flexible prediction that lies between the classification task performed by decision tree algorithms and the flexib…
  • Cited by 81 (8 self)Add To MetaCart
  • Empirical Methods in Information Extraction  
  • by Claire Cardie — 1997 — AI magazine
  • …this article surveys the use of empirical methods for a particular natural language understanding task that is inherently domain-specific. The task is information extraction. Very generally, an information extraction system takes as input an unrestricted text and "summarizes" the text with respect t…
  • Cited by 90 (6 self)Add To MetaCart
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