TY - JOUR
T1 - splitSVM: Fast, Space-efficient, non-Heuristic, polynomial kernel computation for NLP applications
AU - Goldberg, Yoav
AU - Elhadad, Michael
PY - 2008/12/1
Y1 - 2008/12/1
N2 - We present a fast, space efficient and nonheuristic method for calculating the decision function of polynomial kernel classifiers for NLP applications. We apply the method to the MaltParser system, resulting in a Java parser that parses over 50 sentences per second on modest hardware without loss of accuracy (a 30 time speedup over existing methods). The method implementation is available as the open-source splitSVM Java library. © 2012, American College of Rheumatology.
AB - We present a fast, space efficient and nonheuristic method for calculating the decision function of polynomial kernel classifiers for NLP applications. We apply the method to the MaltParser system, resulting in a Java parser that parses over 50 sentences per second on modest hardware without loss of accuracy (a 30 time speedup over existing methods). The method implementation is available as the open-source splitSVM Java library. © 2012, American College of Rheumatology.
UR - http://www.scopus.com/inward/record.url?scp=80053433160&partnerID=8YFLogxK
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JO - ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference
JF - ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference
ER -