Machine Learning - Distance Functions

K nearest neighbor search is one of the earliest mission learning aems. The k there comes from the number of near vectors that it looks at. Different distance measures are useful for different sort of tasks. A good example is like manhattan distance, which takes into account angle between two rectors.