Comparative study between the proposed shape independent clustering method and the conventional methods (K-means and the other)
Journal Title: International Journal of Advanced Research in Artificial Intelligence(IJARAI) - Year 2013, Vol 2, Issue 7
Abstract
Cluster analysis aims at identifying groups of similar objects and, therefore helps to discover distribution of patterns and interesting correlations in the data sets. In this paper, we propose to provide a consistent partitioning of a dataset which allows identifying any shape of cluster patterns in case of numerical clustering, convex or non-convex. The method is based on layered structure representation that be obtained from measurement distance and angle of numerical data to the centroid data and based on the iterative clustering construction utilizing a nearest neighbor distance between clusters to merge. Encourage result show the effectiveness of the proposed technique.
Authors and Affiliations
Kohei Arai, Cahya Rahmad
Keywords
Related Articles
- EP ID EP93387
- DOI -
- Views 134
- Downloads 0
Diagrammatic Language for Artificial Intelligence: Representation of Things that Flow
This paper utilizes a diagrammatic language for expressing certain philosophical notions, such as possible worlds, beliefs, and propositions. The focus is on a diagrammatic representation that depicts “things” to s...
ELECTRE-Entropy method in Group Decision Support System Modelto Gene Mutation Detection
Application of Group Decision Support System (GDSS) can assist for delivering the decision of various opinions (preference) cancer detection based on the preferences of various expertise. In this paper we propose E...
System for EKG Monitoring
In this paper the system for the electrocardiogram (EKG) monitoring based on the of Arduino microcontroller is presented. Detailed description of the electrocardiogram itself serves as a ground for building the pro...
Modelling and Simulation of a Biometric Identity-Based Cryptography
Government information is a vital asset that must be kept in a trusted environment and efficiently managed by authorised parties. Even though e-Government provides a number of advantages, it also introduces a range...
An interactive Tool for Writer Identification based on Offline Text Dependent Approach
Writer identification is the process of identifying the writer of the document based on their handwriting. The growth of computational engineering, artificial intelligence and pattern recognition fields owes greatly to o...