Low Cost Journal,International Peer Reviewed and Refereed Journals,Fast Paper Publication approved journal IJEDR(ISSN 2321-9939) apply for ugc care approved journal, UGC Approved Journal, ugc approved journal, ugc approved list of journal, ugc care journal, care journal, UGC-CARE list, New UGC-CARE Reference List, UGC CARE Journals, ugc care list of journal, ugc care list 2020, ugc care approved journal, ugc care list 2020, new ugc approved journal in 2020, Low cost research journal, Online international research journal, Peer-reviewed, and Refereed Journals, scholarly journals, impact factor 7.37 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool)
(International Peer Reviewed,Refereed, Indexed, Citation Open Access Journal)
ISSN: 2321-9939 | ESTD Year: 2013

Current Issue

Call For Papers
July 2022

Volume 10 | Issue 3
Last Date : 29 July 2022
Review Results: Within 12-20 Days

For Authors


Indexing Partner

Research Area


Paper Details
Paper Title
Web-users’ behavior prediction using markov model with map reduce
  Prof. Vallabh G Patel,  Prof. Komal D Anadkat

As the usage of internet grows, the amount of data produces also increases by time The main challenge. is to store and analyze the data as it is difficult to handle these large amount of data, which proportionally increase the processing time and cost. All user navigation history is stored on the server in form of web log. To predict the next set of web pages that user may visit based on the user’s previous web visit, we need to analyze the web log files. This prediction process in turns will reduce the user’s web access time and pre fetch the next probable pages. Many prediction models are available like SVM, Neural network, ARM but in this research we used markov model. The main drawback of markov is the training time for markov is very large, which increases the response time. To solve this problem, we have trained the markov model in mapreduce programming model of hadoop framework, as it process the large amount of data parallely. The experimental result shows the improvement in response time without compromising the prediction accuracy.

Keywords- Markov model, N-gram ,hadoop ,log mining
Publication Details
Unique Identification Number - IJEDR2101022
Page Number(s) - 176-179
Pubished in - Volume 9 | Issue 1 | January 2021
DOI (Digital Object Identifier) -   
Publisher - IJEDR (ISSN - 2321-9939)
Cite this Article
  Prof. Vallabh G Patel,  Prof. Komal D Anadkat,   "Web-users’ behavior prediction using markov model with map reduce", International Journal of Engineering Development and Research (IJEDR), ISSN:2321-9939, Volume.9, Issue 1, pp.176-179, January 2021, Available at :http://www.ijedr.org/papers/IJEDR2101022.pdf
Share This Article

Article Preview

ISSN Details

DOI Details

Providing A digital object identifier by DOI
How to get DOI?

For Reviewer /Referral (RMS)

Important Links

NEWS & Conference

Digital Library

Our Social Link

© Copyright 2022 IJEDR.ORG All rights reserved