A Survey Paper on Modified Approach for Kmeans Algorithm
Journal Title: International journal of Emerging Trends in Science and Technology - Year 2016, Vol 3, Issue 2
Abstract
Kmeans type clustering aims at partitioning a data set into clusters such that the objects in a cluster are compact and the objects in different clusters are well separated. However, most kmeans-type clustering algorithms rely on only intracluster compactness while overlooking intercluster separation. A series of new clustering algorithms by extending the existing kmeans-type algorithms is proposed by integrating both intracluster compactness and intercluster separation. First, a set of new objective functions for clustering is developed. Based on these objective functions, the corresponding updating rules for the algorithms are then derived analytically. The new algorithm with new objective function to solve the problem of intracluster compactness and intercluster separation has been proposed. Proposed FCS based algorithm works simultaneously on both i.e. intracluster compactness and intercluster separation and it will give a better performance over existing Kmeans
Authors and Affiliations
Amruta S. Suryavanshi
Keywords
Related Articles
- EP ID EP242822
- DOI -
- Views 96
- Downloads 0
Data Confidentiality and Security in Cloud Computing Using KIST Algorithm
Now days quickly expanded utilization of cloud computing in the numerous association and IT commercial industries and furnishes latest software solution with cost effective. So the cloud computing give us numerous of adv...
Performance Analysis and Comparison of MANET Routing Protocols under Black Hole Attack
A Mobile Ad-Hoc Network (MANET) consists of portable wireless nodes. The communication between these mobile nodes is dispensed with non-centralized management. There are still many open problems concerning MANETs like se...
Use of Continuous Integration in Single Page Rendering Web Application Development
This paper is mainly focused on single page rendering web application development using continuous integration. The Continuous Integration (CI) is a software development life cycle process which mainly focuses on automat...
Soft-Switched High Efficiency CCM Boost Converter with High Voltage Gain
This paper proposed for high efficiency converter with high voltage gain introducing a soft switch continues conduction mode (CCM) boost converter in applications such as dc back up energy system for UPS, photovoltaic, h...
Design of Virtual Oscilloscope Using Labview
LabVIEW is a Graphical Programming Language that uses inbuilt modules and functions instead of complicated code. We can use a LabVIEW With little knowledge of programming language. We build a user interface with a set of...