International Journal of Advance Computational Engineering and Networking (IJACEN)
current issues
Volume-8,Issue-8  ( Aug, 2020 )
Past issues
  1. Volume-8,Issue-7  ( Jul, 2020 )
  2. Volume-8,Issue-6  ( Jun, 2020 )
  3. Volume-8,Issue-5  ( May, 2020 )
  4. Volume-8,Issue-4  ( Apr, 2020 )
  5. Volume-8,Issue-3  ( Mar, 2020 )
  6. Volume-8,Issue-2  ( Feb, 2020 )
  7. Volume-8,Issue-1  ( Jan, 2020 )
  8. Volume-7,Issue-12  ( Dec, 2019 )
  9. Volume-7,Issue-11  ( Nov, 2019 )
  10. Volume-7, Issue-10  ( Oct, 2019 )

Statistics report
Dec. 2020
Submitted Papers : 80
Accepted Papers : 10
Rejected Papers : 70
Acc. Perc : 12%
Issue Published : 91
Paper Published : 1258
No. of Authors : 3157
  Journal Paper

Paper Title
Feature Transformation Over RBF Network For Improving The Performance Of K-Means Clustering Algorithm

The K-means clustering is a popular clustering algorithm in the pattern recognition and machine learning communities. It has been used in a vast of applications. However, it suffers from the problem of initialization and poor performance for the non-linear clusters. To overcome these limitations, several attempts have been proposed in literature. Kernel K-means can be considered in that category. In this paper, we proposed a two-step scheme to improve the performance of the K-means algorithm. In the first step, the transformation of the low dimensional input space to a high dimensional feature space is carried out. This transformation is carried out via the hidden layer Radial basis function (RBF) network. The second step of our proposal is standard K-means algorithm. To analyze the validity of the proposed scheme, we present experimental results that compare the kernel K-means on artificial data sets. The experimental results show that this simple new scheme is efficient in clustering non-linearly separable clusters. The obtained accuracy is higher than the kernel K-means algorithm. Index Terms- K-Means Clustering, Feature Transformation, RBF Network.

Author - Abdulkadir Sengur

| PDF |
Viewed - 63
| Published on 2016-07-08
IRAJ Other Journals
IJACEN updates
Paper Submission is open now for upcoming Issue.
The Conference World