PSO Clustering
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Hi, I am implementing PSO clustering technique.
I have a query regarding how a particle should be updated
The algorithm is as follows :
1. Initialize each particle with random cluster centeroid
2. Do
2.1. For each Particle
2.1.1. For Each Data Vector Zp in Data set
2.1.2. Calculate D(mij,Zp) for all cluster centeroids.
2.1.3. Assign Zp to a Cluster Ci which has minimum Euclidean distance
2.3 Calculate Fitness of Particle using the objective function
2.4 Update the Global Best and Local Best
2.5. Update the Particle Velocity and Location using Equation 1 and 2.
3. While termination Criteria is satisfied
vid = w × vid + c1 × rand1( ) × (pid − xid) +c2 × rand2( ) × (pgd − xid) -eq 1
xid = xid + vid -eq 2
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답변 (2개)
Gnaneswar Nadh satapathi
2015년 6월 4일
Please go through the below code, it might help you
https://github.com/iralabdisco/pso-clustering/blob/123c8a658fb914cb1a5d797ec9b7b495a08d325c/pso_clustering.m
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