Learning with a Non-Exhaustive Training Dataset: Detection of Bacteria Cultures Using Optical-Scattering Technology

For a training dataset with a nonexhaustive list of classes, i.e. some classes are not yet known and hence are not represented, the resulting learning problem is ill-defined. In this case a sample fro