Clustering is the process of grouping the data based on their similar properties. Meanwhile, it is the categorization of a set of data into similar groups (clusters), and the elements in each …
Data mining is the process of finding structure of data from large data sets. With this process, the decision makers can make a particular decision for further development of the real-world …
KMA Patel, P Thakral - 2016 International Conference on …, 2016 - ieeexplore.ieee.org
In data mining, Clustering is the most popular, powerful and commonly used unsupervised learning technique. It is a way of locating similar data objects into clusters based on some …
R Loohach, K Garg - Int. J. Comput. Appl, 2012 - researchgate.net
Clustering analysis is the most significant step in data mining. This paper discusses the k- means clustering algorithm and various distance functions used in k-means clustering …
D Napoleon, PG Lakshmi - Trendz in information sciences & …, 2010 - ieeexplore.ieee.org
Data mining has been defined as" The nontrivial extraction of implicit, previously unknown, and potentially useful information from data". Clustering is the automated search for group of …
MS Mahmud, MM Rahman… - 2012 7th International …, 2012 - ieeexplore.ieee.org
Clustering is the process of grouping similar data into a set of clusters. Cluster analysis is one of the major data analysis techniques and k-means one of the most popular partitioning …
RV Singh, MPS Bhatia - 2011 International Conference on …, 2011 - ieeexplore.ieee.org
This paper presents a data clustering approach using modified K-Means algorithm based on the improvement of the sensitivity of initial center (seed point) of clusters. This algorithm …
P Praveen, B Rama - 2016 2nd International Conference on …, 2016 - ieeexplore.ieee.org
Data clustering is the process of grouping data elements based on some aspects of relationship between the elements in the group Clustering has many applications such as …
T Velmurugan - Int. J. Computer Technology & Applications, 2012 - academia.edu
There are number of techniques proposed by several researchers to analyze the performance of clustering algorithms in data mining. All these techniques are not suggesting …