3 WAY SHIELD ENHANCED K - MEAN NORMALISATION BY INTELLIGENT INIITIALISATION OF CENTROID
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 4, Issue 6
Abstract
"Learning to learn" is a notion of full excitement in advance research within machine learning .K - means is a most widely used approach in unsupervised machine learning algorithms though it was proposed 50 years ago,but undoubtedly is usually very fast,but its efficiency is highly depends on the placement of initial centroids.Thus,the proposed study is based on previously made the effort and improvements over traditional K - mean clustering scheme by introducing the impact of one the best initialization method named as PCA - PART,inputting normalized linear transform geometric data - sets over 2D hyper plane.This amalgamation in k - means clustering not only give provision for noise found to be the most issue factor in centroid based clustering but also improve efficiency of k - means by airing the data - set and removing hurdles leading to fine - grained initial centroids.
Authors and Affiliations
Swati Nenava , Prof. Manoj Chouhan
Keywords
Related Articles
- EP ID EP132548
- DOI -
- Views 88
- Downloads 0
Optimization of Hole-Making Operations
This paper reports a tabu-search approach to minimize the total manual processing cost for hole-marking operations. on Power Press. Four issues, namely, Manual marking on angle, ideal time of machine while marking...
IMPROVED STRUCTURE OF AUTOMATIC SOLAR TRACKING SYSTEM
Energy crisis is the most important issue in today's world as demand for electrical energy increasing over the years. Conventional energy sources are not only limited but also hazardous to environment. Therefore, usage...
Emission &Performance characteristics of single cylinder CI engine using cold EGR (Exhaust Gas Recirculation).
—In this paper we studied the effect of exhaust gas recirculation for reduction of harmful gases like NOx,CO2 etc. at a same time effects of cold EGR on performance of engine such as brake thermal efficiency, cyl...
Biomonitoring of trace metal pollution using the Mollusc Bivalve Donax Trunculus and the surface sediment from the Mediterranean coast of Northern Tunisia
In recent years, as many other Mediterranean coasts, the Gulf of Tunis, situated in the northern eastern coast of Tunisia has been subjected to significant urban, agricultural and industrial extension that might h...
A METHOD TO OBTAIN THE POSITION RELATION OF TWO POLYGONAL CONTOURS DEFINED BY PRIMITIVES IN THE SAME PLANE
This p aper presents an original method for determination position relation between two polygonal coplain contours used an original algorithm proposed by author for determination the position relation of a point wit...