Semi-supervised text classification algorithms proposed in (Nigam et al., 2000), (Joachims, 1999), (Zhu and Ghahramani, 2002) and (Blum and Mitchell, 1998) are a few examples of this type.
these algorithms are sensitive to initial labeled documents and hyper-parameters of the algorithm.