Gain Ratio
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Publications (10)

1A Comparison of Machine Learning Algorithms for Prepositional Phrase Attachment2002  Brian Mitchell,Robert Gaizauskascontribution of each attribute per example, the other using Gain Ratio (GR) which is an extension of IG that penalises discriminants...

2A Labelled Corpus for Prepositional Phrase Attachment2004  Brian Mitchell,Robert Gaizauskas5863% Table 2: Some results on the new corpus for the ID3gain ratio algorithm. 5. Experiments Using the New Corpus The utility...

3Part of Speech Tagging and Lemmatisation for the Spoken Dutch Corpusthis we use the Information Gain measure, or its variant Gain Ratio (Quinlan, 1993). The latter is normalised with respect...

4POS Tagging for German: how Important is the Right Context2008  Steliana IvanovaIB1 algorithm in combination with the overlap metric and gain ratio feature weighting for unknown words, and the number of...

5Boosting Statistical Tagger Accuracy with Simple RuleBased Grammars2012  Jerid Francom,Mans Huldenthousands of rules. This raises the question of the cost/gain ratio of combining rulebased grammars with statistical ones...

6Annotating and Learning Morphological Segmentation of Egyptian Colloquial Arabicsimilarity computed as overlap, using weights based on gain ratio, and the number of k nearest neighbours equal to 1. ...

7Evaluation of Machine Learning Methods for Natural Language Processing Tasks2002  Veronique Hoste,Walter Daelemansof different feature weighting metrics: no weighting, gain ratio weighting (default), information gain weighting, chisquared...

8If it were ?then?, then when was ?it?? Establishing the Anaphoric Role of then2006  Georgiana Puscasu,Ruslan MitkovTiMBL was used for experiments. Features were weighted by gain ratio, and overlap was the distance metric between values of...

9Semantic Role Labeling Tools Trained on the Cast3LBCoNNLSemRol Corpus2008  Roser Moranteby using Jeffrey Divergence as the similarity metric, gain ratio for feature weighting, using 11 knearest neighbors, and...

10Arabic Part of Speech Tagging2010  Emad Mohamed,Sandra Kublersimilarity computed as overlap, using weights based on gain ratio, and the number of k nearest neighbors equal to 1. These...