The Next Page Access Prediction Using Makov Model
Journal Title: International Journal of Electronics Communication and Computer Technology - Year 2011, Vol 1, Issue 1
Abstract
Predicting the next page to be accessed by the Web users has attracted a large amount of research. In this paper, a new web usage mining approach is proposed to predict next page access. It is proposed to identify similar access patterns from web log using K-mean clustering and then Markov model is used for prediction for next page accesses. The tightness of clusters is improved by setting similarity threshold while forming clusters. In traditional recommendation models, clustering by nonsequential data decreases recommendation accuracy. In this paper involve incorporating clustering with low order markov model which can improve the prediction accuracy. The main area of research in this paper is pre processing and identification of useful patterns from web data using mining techniques with the help of open source software.
Authors and Affiliations
Deepti Razdan| Department of MCA NRI institute of information science & Technology Bhopal, India arayaman_razdan@yahoo.com
Keywords
Related Articles
- EP ID EP8267
- DOI -
- Views 502
- Downloads 27
Overlap Wavelet Transform for Image Segmentation
A new color image segmentation approach based on OWT is presented in this work. OWT extracts wavelet features which give a good separation of different patterns. Moreover the proposed algorithm uses morphological oper...
FPGA Bit-stream Compression Using Run-length Encoding
Reconfigurable system uses bit-stream compression to reduce the bit-stream size and the memory requirement. The communication bandwidth is improved reducing the reconfiguration time. Existing research has explored effici...
A Study on Evolution of Communication
The communication involving voice and data has become an integral part as well as need of the modern society. Moreover it has reached an unexpected level as compared to the communication in ancient times. In this pape...
Simulation in Wireless Sensor Networks
Simulation tools for wireless sensor networks are increasingly being used to study sensor webs and to test new applications and protocols in this evolving research field. There is always an overriding concern when using...
FPGA Based Implementation of Genetic Algorithm Using VHDL
The research on genetic algorithm is normally concentrate on software Implementation, which is always restricted in term of high real time by computer system because it is serial calculation. This paper introduces a hard...