After the pioneering work of Joachims (1999), who proposed a transductive support vector machine for text classification, transductive methods for linear models have been investigated in only a few tasks, such as lexical acquisition (Duh and Kirchhoff, 2006) and machine translation (Ueffing et al., 2007).
transductive learning with neural networks is underexplored.