First, we provide a shot overview of the basic idea of the IINC (Inverted Indexes of Neighbors Classifier) and its features and show a simple demonstative example of a pragmatic approach to a simple classification task. Second, we give a deeper mathematical insight into the method. Finally, we will demonstrate the power of the IINC on data sets from well-known ICU ML repository of real-life tasks.