Research Article

A Novel Minimum Spanning Tree Clustering Algorithm Based on Density Core

Algorithm 1

Natural neighbor searching algorithm (NaN-searching).
Input: (the dataset)
Output: (the natural characteristic value), (natural neighbors)
(1)Initial ;
(2)create a KD-tree from the dataset ;
(3)while do
(4)for each object in d
(5)  find the neighbor of using
(6)  ;
(7)  ;
(8)  ;
(9)end for
(10);
(11);
(12)ifthen
(13)  break;
(14)end if
(15);
(16)end while
(17);
(18)for each object in do
(19);
(20)end for
(21)Return ,