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JAIR
2006
110views more  JAIR 2006»
13 years 7 months ago
Domain Adaptation for Statistical Classifiers
The most basic assumption used in statistical learning theory is that training data and test data are drawn from the same underlying distribution. Unfortunately, in many applicati...
Hal Daumé III, Daniel Marcu
EACL
2006
ACL Anthology
13 years 9 months ago
Generalized Hebbian Algorithm for Incremental Singular Value Decomposition in Natural Language Processing
An algorithm based on the Generalized Hebbian Algorithm is described that allows the singular value decomposition of a dataset to be learned based on single observation pairs pres...
Genevieve Gorrell
GRID
2004
Springer
14 years 29 days ago
Grid-based Indexing of a Newswire Corpus
In this paper we report experience in the use of computational grids in the domain of natural language processing, particularly in the area of information extraction, to create qu...
Baden Hughes, Srikumar Venugopal, Rajkumar Buyya
NAACL
1994
13 years 9 months ago
Expanding the Scope of the ATIS Task: The ATIS-3 Corpus
The Air Travel Information System (ATIS) domain serves as the common evaluation task for ARPA"spoken language system developers.1To support this task, the Multi-Site ATIS Dat...
Deborah A. Dahl, Madeleine Bates, Michael Brown, W...
ACL
2011
12 years 11 months ago
Effective Measures of Domain Similarity for Parsing
It is well known that parsing accuracy suffers when a model is applied to out-of-domain data. It is also known that the most beneficial data to parse a given domain is data that ...
Barbara Plank, Gertjan van Noord