Discovery of Web User Session Clusters Using DBSCAN and Leader Clustering Techniques
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2014, Vol 2, Issue 12
Abstract
The explosive growth of World Wide Web (WWW) has necessitated the development of Web personalization systems in order to understand the user preferences to dynamically serve customized content to individual users. To reveal information about user preferences from Web usage data, Web Usage Mining (WUM) techniques are extensively being applied to the Web log data. Clustering techniques are widely used in WUM to capture similar interests and trends among users accessing a Web site. Clustering aims to divide a data set into groups or clusters where inter-cluster similarities are minimized while the intra cluster similarities are maximized. This paper describes the discovery of user session clusters using Leader and DBSCAN clustering techniques. These techniques are implemented and tested against the Web user navigational data. Performance and validity results of each technique are presented and compared.
Authors and Affiliations
Zahid Ahmed Ansari
Integration of Heterogeneous Data Sources
Data integration deals with integrating heterogeneous data sources and it is a complex activity that involves reconciliation at various levels - data models, data schema and data instances. Thus there arises a strong ne...
Visualizing Website Clickstream Data with Apache Hadoop using Hortonworks
Nowadays most of the organizations have turned to Ecommerce which has become a necessary component for business strategy and a catalyst for economic development. These organizations need to predict the analysis about th...
slugA Hybrid Active Power Filters for Reactive Power Compensation Using Hybrid Renewable Energy
In this paper a new reference generation technique to in Hybrid Renewable Energy (solar photovoltaic (PV), Wind energy and Fuel cell) power to the grid is proposed. The power electronics converters are widely use to mit...
CFD Analysis of Engine Cylinder FIN
the engine cylinder is one of the major i c engine components, which is subjected to high temperature variations and thermal stresses. To cool the cylinder, fins are provided on the surface of the cylinder to increase t...
A Novel Approach for Face Detection and Recognization with Multi Scale Color Restoration Technique Using Combination of Knowledge Based and Feature Segmentation
Pattern recognition is the fastest growing area in digital world. Face Detection and recognization technique help this area make it more powerful. In this paper we have introduce an algorithm in which we have combined t...