Exploration in active learning
In the passive learning paradigm, a learner learns purely through observing its environment. The environment is assumed to generate a stream of training data according to some unknown probability distribution. Passive learning techniques di er in the type of results they seek to produce, as well as in the way they generalize from observations. Common learning tasks are the clustering, classi cation, or prediction of future data.