Emblematic Fuzzy C-means Clustering for Demographic Dataset
Journal Title: International Journal of Computer Science & Engineering Technology - Year 2014, Vol 5, Issue 8
Abstract
Clustering algorithms are very useful in the field of marketing, education, and healthcare and engineering. It has several advantages such as -it deals with different type of data (text, numerical, image, categorical.),handle outliers, fuzzy data and noise, discover the irregular shape of clusters, produces the result that are easily understandable and insensitive to order of input data. This research work proposed an Emblematic Fuzzy C Means algorithm and analyzed its performance on demographic data set which contains 64 countries and 23 attributes and is taken from World Health Organization. For grouping the countries two attributes Human development index (HDI) and control of corruption is taken into consideration. HDI is the comparative measure of health, education and life of expectancy. Control of corruption defines the economical growth. A comparative analysis of conventional Fuzzy C Means (FCM) and Emblematic Fuzzy C Means (EFCM) has been performed to find out best cluster size with maximum performance validity index.
Authors and Affiliations
Ruchi Arya
Keywords
Related Articles
- EP ID EP116222
- DOI -
- Views 123
- Downloads 0
Six Sigma Quick Switching Variables Sampling System Indexed by Six Sigma Quality Levels
Motorola corporation introduced the concept of Six Sigma is a method for improving overall quality and production. If this concept of Six Sigma adopted in an organization it can results in 3.4 or lower defects per millio...
A SURVEY ON LUNG SEGMENTATION TECHNIQUES
Interstitial lung disease is one of the main treat to the health .Computer Tomography is used for assessment of interstitial lung disease .But sometimes it is difficult to visually interpret because of the crossing and o...
Comparative Study of Reactive/On Demand Routing Protocols for Mobile Adhoc Network
In an ad hoc network, mobile nodes communicate with each other using multi-hop wireless links. There is no stationary infrastructure such as base stations. The routing protocol must be able to keep up with the high degre...
Fusion of Panchromatic and Multispectral Image with no Gamut
Satellite with different sensors generates images with different characteristics such as, images with spatial resolution such as panchromatic (PAN) images and images with high spectral resolution such as multispectral (M...
Workflow Scheduling Algorithms in Grid Computing
Grid computing is a process of aggregate the functionality of different geographically resources and provide services to the user. Scheduling is most popular research area in grid computing for achieving high performance...