An Efficient Clustering Technique for Message Passing Between Data Points using Affinity Propagation

Journal Title: International Journal on Computer Science and Engineering - Year 2011, Vol 3, Issue 1

Abstract

A wide range of clustering algorithms is available in literature and still an open area for researcher’s k-means algorithm is one of the basic and most simple partitioning clustering technique is given by Macqueen in 1967. A new clustering algorithm used in this paper is affinity propagation. The number of cluster k has been supplied by the user and the e ffinity propagation found clusters with much lower error than other methods, and it did so in less than one-hundredth the amount of time between data point. In this paper we make analysis on cluster algorithm k-means, e fficient k-means, and affinity propagation with colon dataset. And the result of affinity propagation shows much lower error when compare with other algorithm and the average accuracy is ood.

Authors and Affiliations

D. NAPOLEON , G. BASKAR , S. PAVALAKODI

Keywords

Related Articles

Walsh Transform over Row Mean and Column Mean using Image Fragmentation and Energy Compaction for Image Retrieval

Always the thrust for better and faster image retrieval techniques has nourished the research in content based image retrieval. The paper presents 32 novel image retrieval techniques using the feature vectors obtained by...

Security of Data Fragmentation and Replication over Un-trusted Hosts Arun Kumar Yadav, Dr. Ajay Agarwal

Data replication technique is used to avoid the fault tolerance and improve the performance .With this initiation of content delivery networks, it is becoming more and more frequent that data content is placed on hosts t...

Performance Evaluation of Reactive, Proactive and Hybrid Routing Protocols in MANET

This Mobile Ad hoc Networks (MANET) is a set of wireless mobile nodes dynamically form spontaneous network which works without centralized administration. Due to this characteristic, there are some challenges that protoc...

A New Method for Generating All Positive and Negative Association Rules

Association Rule play very important role in recent scenario of data mining. But we have only generated positive rule, negative rule also useful in today data mining task. In this paper we are proposing “A new method for...

Wearable technology a new paradigm in Educational Universities

Wearable technology, making a mark as the emerging technology where the goal of computing is to minimize the time and accessing the technology everywhere. It helps students in many ways. For identifying buildings by comb...

Download PDF file
  • EP ID EP91907
  • DOI -
  • Views 142
  • Downloads 0

How To Cite

D. NAPOLEON, G. BASKAR, S. PAVALAKODI (2011). An Efficient Clustering Technique for Message Passing Between Data Points using Affinity Propagation. International Journal on Computer Science and Engineering, 3(1), 8-14. https://europub.co.uk./articles/-A-91907