Decide Cluster Algorithm

If this has already been developed by some Russian scientist, I will stab kittens.

The Decide Algorithm is something I came up with when I was coming back from school and i forgot my keys. I sat on the stairs waiting for my Dad to come back from wherever he had gone (My mom goes to the Office, My Dad works from home and My Sister is in a College in the other part of the Country. So Me and My Dad stay at home and whenever he is out, I have the keys. )

So as i was sitting there I noticed a few ants traveling in a group. but there were many such groups carrying random stuff.

So I took out my pen, made a graph on the wall, plotted some points and then randomly I made 5 dots( we will call them deciders[not a real word]). Then I used Pythagoras Theorem to find out the distance between the points and the deciders.

The deciders are the diamonds.Notice how some points are far from some deciders. Well this is a toy dataset based on random values. Real world is different.

Now we can take the distances and find out the smallest distance and reference that point to that cluster.

Neat ain't it.

NOTE:If you guys think there is something 'wrong' in my thought, don't hesitate . I want to learn more about this. ( I am new to Machine Learning)

I will make a github gist in a few days.