The Scientific World Journal

Research Article

Scalable Clustering of High-Dimensional Data Technique Using SPCM with Ant Colony Optimization Intelligence

Ant colony optimization algorithm.

For every item do
Place randomly on grid
End For
For all ants do
Place ant at randomly selected site
End For
For to do
For all ants do
If ((ant Unladed) & (site occupied by item )) then
Compute the similarity of in
Calculate the and generate a random number
If then
Pick up item
Takes the and current position
Move the ant with the item to random site.
Else
Move the empty ant to random site
End If
Else if ((agent carrying) and (site empty)) then
Compute the similarity of
Calculate the and generate a random number
If then
Drop item
End If
Else
Move to a randomly selected neighboring site
End If
End For
If and (if attains radius change condition)) then
Reduce the radius
Clusters are generated iteratively and cluster centers are calculated
Connect the obtained clusters with the same cluster center
With Poor Similarity Relocate the Items
End If
End For
Print location of items.