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method ID: discriminativemethods

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Discriminative Training of a Neural Network Statistical Parser

Authors: nan

Publication: TIPSTER (2004)

DOI: nan

Discriminative methods have shown significant improvements over traditional generative meth- ods in many machine learning applications, but there has been difficulty in extending them to natural language parsing. One problem …...

36883

Discriminative Methods for Transliteration

Authors: nan

Publication: TIPSTER (2006)

DOI: nan

We present two discriminative methods for name transliteration. The methods correspond to local and global modeling approaches in modeling structured output spaces. Both methods do not require alignment of names …...

44715

Probabilistic Models of Nonprojective Dependency Trees

Authors: nan

Publication: TIPSTER (2007)

DOI: nan

A notable gap in research on statistical de- pendency parsing is a proper conditional probability distribution over nonprojective dependency trees for a given sentence. We exploit the Matrix Tree Theorem …...

44745

A Knowledge-based Representation for Cross-Language Document Retrieval and Categorization

Authors: nan

Publication: TIPSTER (2014)

DOI: nan

Current approaches to cross-language doc- ument retrieval and categorization are based on discriminative methods which represent documents in a low-dimensional vector space. In this paper we pro- pose a shift …...

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Morphological Analysis for Japanese Noisy Text based on Character-level and Word-level Normalization

Authors: nan

Publication: TIPSTER (2014)

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Social media texts are often written in a non-standard style and include many lexical variants such as insertions, phonetic substitutions, abbreviations that mimic spoken language. The nor- malization of such …...

5690