An Analysis of Particle Swarm Optimization with Data Clustering-Technique for Optimization in Data Mining.
Journal Title: International Journal on Computer Science and Engineering - Year 2010, Vol 2, Issue 7
Abstract
Data clustering is a popular approach for automatically finding classes, concepts, or groups of patterns. Clustering aims at representing large datasets by a fewer number of prototypes or clusters. It brings simplicity in modeling data and thus plays a central role in the process of knowledge discovery and data mining. Data mining tasks require fast and accurate artitioning of huge datasets, which may come with a variety of attributes or features. This imposes severe computational requirements on the relevant clustering techniques. A family of bio-inspired lgorithms, well-known as Swarm Intelligence (SI) has recently emerged that meets these requirements and has successfully been applied to a number of real world clustering problems. This paper looks into the use of Particle Swarm Optimization for cluster analysis. The effectiveness of Fuzzy C-means lustering provides enhanced performance and maintains more diversity in the swarm and also allows the particles to be robust to trace the changing environment.
Authors and Affiliations
Prof. Dr. N. G. Bawane , Amreen Khan , Prof. Sonali Bodkhe
Keywords
Related Articles
- EP ID EP129448
- DOI -
- Views 110
- Downloads 0
Guaranteed Packet Transfer in MANET In and Out of Coverage Areas and Energy Saving Using Random Casting
The main objective analysis of packet loss in coverage area nd less coverage area and reduced packet loss and increase e reliability in MANET . Each node on its neighborhood formation is updated in a timely manner to...
Study and Constructing RDF model for a well formatted Valid XML document
In recent years semantic web is one of the technologies to make the WWW as machineunderstandable. The Resource Description Framework (RDF) proposed by W3C is used for describing metadata about (Web) resources. The RDF da...
Significance of Web 2.0 in Digital Libraries
The rapid development of Information and Communication Technologies has provided a well sophisticated environment to develop the digital libraries. A digital library is a large-scale, organized collection of complex and...
Association Analaysis in Wireless Network using Trace data.
With the explosive growth in wireless devices like smart phones, PDA’s, netbooks, WLAN networks are usually overloaded at workplaces, social and home environments. Though a large number of mobility models have been propo...
Clustered Chain based Power Aware Routing (CCPAR) Scheme for Wireless Sensor Networks
Wireless sensor networks with thousands of tiny sensor nodes are becoming immensely popular due to their wide applicability in multitude of applications such as monitoring and collecting data from unattended hazardous en...