This includes work on generalized expectation ( Mann and McCallum , 2010 ) , posterior regularization ( Ganchev et al. , 2010 ) and constraint driven learning ( Chang et al. , 2007 ; Chang et al. , 2010 ) .
generalized expectation criteria for semisupervised learning with weakly labeled data
G S Mann A McCallum
There have been a number of efforts to exploit weak or external signals of quality to train better prediction models . This includes work on generalized expectation ( Mann and McCallum , 2010 ) , posterior regularization ( Ganchev et al. , 2010 ) and constraint driven learning ( Chang et al. , 2007 ; Chang et al. , 2010 ) . The work of Chang et al. ( 2007 ) on constraint driven learning is perhaps the closest to our framework and we draw connections to it in Section 5 .
This includes work on generalized expectation ( @@CITATION ) , posterior regularization ( Ganchev et al. , 2010 ) and constraint driven learning ( Chang et al. , 2007 ; Chang et al. , 2010 ) .