Something about semi-supervised learning

There has been much work on applying multiple-instance (MI) learning to content based image retrieval (CBIR) where the goal is to rank all images in a known repository using a small labeled data set. Now somebody proposed a method -MISSL (Multiple-Instance Semi-Supervised Learning) that transforms any MI problem into an input for a graph-based single-instance semi-supervised learning method.