Clustering Ensembles Using Evolutionary Algorithm
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2015, Vol 3, Issue 2
Abstract
Data clustering is an important task and applied in various real-world problems. Since, not a single clustering algorithm is able to identify all types of cluster shapes and structures. Ensemble clustering was proposed to combine different partitions of the same data generated by multiple clustering algorithms. The key idea of most ensemble clustering algorithms is to find a partition that is consistent with most of the available partitions of the input data. Currently, there is no single clustering algorithm available to find all types of cluster shapes and structures. Therefore, in this paper, we propose an ensemble clustering algorithm in order to produce accurate clusters. And also, we enhance the single-objective PCE formulation; with the ultimate goal of providing more effective formulations capable of reducing the accuracy gap. The experimental evidence has demonstrated the significance of our proposed heuristics.
Authors and Affiliations
Purushothaman B
Keywords
Related Articles
- EP ID EP19636
- DOI -
- Views 298
- Downloads 4
An Improved LEACH with Location Based Cluster Head (LBCH-LEACH) using Two-Hop Communication.
Wireless sensor networks are energy restraint networks. Energy efficiency, to extend the network for a longer time is critical issue for wireless sensor network protocols. Clustering is an effective technique to optimiz...
Numerical solution of fractional-order logistic equations by fractional Euler’s method
In this article, fractional descriptions of logistic equations are solved by using fractional Euler's formula. The fractional derivative in this problem is in the Caputo sense. Special attention is focused on the stabil...
CRA Role in Identity-Based Encryption for Its Applications
Identicalness based Cryptography is an id based cryptography which depends on the user identity, (IBE) is a world Key cryptoorganisation and eliminates the need of public paint infrastructure (PKI) and certicate adminis...
Microstructure Analysis Of Cement Mortar On Partial Replacement Of Fine Aggregates By Industrial Wastes
The industrial wastes due to their high performance when blended with the building materials generated great interest in the field of structural engineering. Many industries are looking for the effective use of their in...
Effect of Cyclic Prefix on OFDM Signal
To fulfill the 4G network systems requirement, higher reliability and high spectral efficiency are required. To achieve this Orthogonal Frequency Division Multiplexing (OFDM) is considered to be the best modulation tech...