So far we have only dealt with noise-free domains. While we believe that there are many rewarding learning tasks that can be successfully attacked with noise-free learning algorithms,13 noise is commonly considered as a typical property of real-world data. In this section we will have a closer look at the behavior of windowing with noisy data, analyze the problems, and discuss a possible solution.