http://scikit-learn.org/0.11/auto_examples/cluster/plot_dbscan.html
I think u should go for any clustering Algorithm.
Above is the link to one such Algorithm named DBSCAN.

On 10 March 2013 17:12, Registered user <[email protected]> wrote:

> Problem statement :
> Given N points of 2d Plane . you are required to find the k nearest
> point to a given point.
>
> After some search i came to know that i need to implement KD tree ,
> but cannot understand how ??
> Note: Efficient algorithm required , not Brute force .
> so if anyone can help me plz ..
>
> Thanks in advance :D
>
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