7 Types of Classification Algorithms. 19/01/2018 Rohit Garg. ... Definition: Neighbours based classification is a type of lazy learning as it does not attempt to construct a general internal model, but simply stores instances of the training data. Classification is computed from a simple majority vote of the k nearest neighbours of each point.