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Domain Adaptation of Information Extraction Models

DSpace at IIT Bombay

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Title Domain Adaptation of Information Extraction Models
 
Creator GUPTA, R
SARAWAGI, S
 
Description Domain adaptation refers to the process of adapting an extraction model trained in one domain to another related domain with only unlabeled data. We present a brief survey of existing methods of retraining models to best exploit labeled data from a related domain. These approaches that involve expensive model retraining are not practical when a large number of new domains have to be handled in an operational setting. We describe our approach for adapting record extraction models that exploits the regularity within a domain to jointly label records without retraining any model.
 
Publisher ASSOC COMPUTING MACHINERY
 
Date 2011-07-18T20:26:31Z
2011-12-26T12:50:49Z
2011-12-27T05:36:55Z
2011-07-18T20:26:31Z
2011-12-26T12:50:49Z
2011-12-27T05:36:55Z
2008
 
Type Article
 
Identifier SIGMOD RECORD, 37(4), 35-40
0163-5808
http://dspace.library.iitb.ac.in/xmlui/handle/10054/5054
http://hdl.handle.net/10054/5054
 
Language en