Training Transductive Support Vector Machines
Chapter 7 shows that a transductive approach to text classification can lead to improved predictive performance. Especially when the number of labeled training examples is small and the test set is large, a transductive SVM (TSVM) can offer a substantial benefit over an inductive SVM. However, the problem of computational efficiency in training transductive SVMs has not been considered yet.