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Making Tree Kernels Practical for Natural Language Learning

by: Alessandro Moschitti

In Proceedings of the 11th Conference of the European Chapter of the Association for Computational Linguistics (2006)

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Abstract

In recent years tree kernels have been proposed for the automatic learning of natural language applications. Unfortunately, they show (a) an inherent super linear complexity and (b) a lower accuracy than traditional attribute/value methods.

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@inproceedings{citeulike:988008, abstract = {In recent years tree kernels have been proposed for the automatic learning of natural language applications. Unfortunately, they show (a) an inherent super linear complexity and (b) a lower accuracy than traditional attribute/value methods.}, author = {Moschitti, Alessandro}, booktitle = {Proceedings of the 11th Conference of the European Chapter of the Association for Computational Linguistics}, citeulike-article-id = {988008}, keywords = {argument, kernels, machines, predicate, structure, support, svms, tree, vector}, posted-at = {2007-10-05 11:40:17}, priority = {0}, title = {Making Tree Kernels Practical for Natural Language Learning}, url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.60.8088}, year = {2006} }

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