A Case Study of Clustering Algorithms for Categorical Data sets

Abstract

The data clustering, an unsupervised pattern recognition process is the task of assigning a set of objects into groups called clusters so that the objects in the same cluster are more similar to each other than to those in other clusters. Most traditional clustering algorithms are limited to handling numerical data. However, these cannot be directly applied for clustering of nominal data, where domain values are discrete and have no ordering. In this paper various categorical data clustering algorithms are going to be addressed in detail. A detailed survey on existing algorithms will be made and the scalability of some of the existing algorithms will be examined.

Authors and Affiliations

Ms. V. Sujitha| Anurag Group of Institutions Hyderabad, India, Mr. B. Venkateshwar Reddy| Anurag Group of Institutions Hyderabad, India, Mr. G. Vishnu Murthy| Anurag Group of Institutions Hyderabad, India

Keywords

Related Articles

Enhancement of Power Quality by Using Shunt Hybrid Power Filter With TCR

This paper presents a thyristor-controlled reactor (TCR) in combination with a fifth-tuned LC passive filter and active power filter (APF) in order to compensate the reactive power and to reduce harmonics.In addition...

Pv Based Interline Dynamic Voltage Restoring Device For Mitigation Of Power Quality Problems

Now a days the renewable energy sources importance has increased in the distribution system. In this paper an interline dynamic voltage restorer (IDVR) has proposed for the distribution systems to mitigate voltage sa...

CONTROL OF ACTIVE AND REACTIVE POWER USING DISTRIBUTED ENERGY SYSTEM FOR POWER GENERATION IN DISTRIBUTION NETWORK

At present decentralized energy sources are more beneficial than conventional centralized energy sources, distributed energy sources are decentralized energy sources. Decentralized energy sources use renewable energy...

Recursive Approach to the Design of a Parallel Self Timed Adder

As innovation scales down into the lower nanometer values control, postpone region and recurrence gets to be im¬portant parameters for the examination and plan of any circuits. This short exhibits a parallel single-...

A proficient document chain of importance characteristic based encryption plot is proposed in distributed computing. The layered access structures are coordinated into a solitary access structure, and after that, the...

Download PDF file
  • EP ID EP16217
  • DOI -
  • Views 492
  • Downloads 22

How To Cite

Ms. V. Sujitha, Mr. B. Venkateshwar Reddy, Mr. G. Vishnu Murthy (2013). A Case Study of Clustering Algorithms for Categorical Data sets. International Journal of Science Engineering and Advance Technology, 1(3), 53-57. https://europub.co.uk/articles/-A-16217