Review on Analysis of User Behavior Based on Prediction Algorithm
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Views: 153 , Downloads: 114 | CTR: 75 %

Review Papers | Computer Science & Engineering | India | Volume 4 Issue 1, January 2015

Review on Analysis of User Behavior Based on Prediction Algorithm

Hemlata Kardas, Sulochana Sonkamble

Various service provider systems or recommender systems have to manage the large amount of data regarding customer, service and information. This leads to Big Data analysis problem and its handling is also a challenging task. There are various organizations which serves user through service provider systems or recommender systems that provide efficient services in terms of set of good quality products or services to use by giving appropriate data as per their need. Hence the Decision Support System is used to determine the decision making activities in various organizations of recommender system which allows making certain planning, management and operations. This also helps to make decisions for structured and unstructured problem. It can be done in number of ways like descriptive, decision and prediction based. This paper will focus on Predictive Analysis of user behavior towards recommender system. The predictive analysis deals with the identification of relationship between specific performance of unit with respect to set of features or attributes defined for the system. Efficient service provider system have to determine preferences of user towards service through ratings, ranking or free-text given by them like reviews posted by user over internet. This is useful to get by understanding about users behavior for particular system. This can be done through opinion mining, review analysis and sentiment analysis. The text mining allows mining of features and characteristics of product or service efficiently and further processing of features can be done by defining efficient predictive model for it. Hence, this data will be available in plenty of amount which must be processed by using new innovative framework called Hadoop. The Hadoop technology provides facility of Map Reduce mechanism to process large amount of data. The mined data will be processed through various techniques using prediction method. There are various existing methodologies that involve analysis based on probability model, product aspect ranking method, cross-domain sentiment classification, estimating helpfulness from set of data, and dynamic interaction using mashup tools. These methods can be implemented with Hadoop for efficient result.

Keywords: Predictive Analysis, Opinion Mining, Semantic Analysis, Cross-Domain, Product Aspect, Map Reduce

Edition: Volume 4 Issue 1, January 2015

Pages: 1031 - 1034

Share this Article

How to Cite this Article?

Hemlata Kardas, Sulochana Sonkamble, "Review on Analysis of User Behavior Based on Prediction Algorithm", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB15297, Volume 4 Issue 1, January 2015, 1031 - 1034

153 PDF Views | 114 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Predictive Analysis'

Views: 137 , Downloads: 109 | CTR: 80 % | Weekly Popularity: ⮙6

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1639 - 1646

A Data Driven Analysis of a Global Crises (COVID-19) using Machine Learning Algorithms

Achyut Tiwari

Share this Article

Views: 153 , Downloads: 114 | CTR: 75 %

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 1, January 2015

Pages: 1031 - 1034

Review on Analysis of User Behavior Based on Prediction Algorithm

Hemlata Kardas, Sulochana Sonkamble

Share this Article

Views: 153 , Downloads: 125 | CTR: 82 % | Weekly Popularity: ⮙3

Informative Article, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016

Pages: 1521 - 1524

Computational Statistics and Predictive Analysis in Machine Learning

Deepa H. Kulkarni

Share this Article

Views: 149 , Downloads: 128 | CTR: 86 % | Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 9, September 2016

Pages: 1550 - 1553

A Comparative Study of Machine Learning Algorithms applied to Predictive Breast Cancer Data

Kedar Potdar, Rishab Kinnerkar

Share this Article

Views: 148 , Downloads: 130 | CTR: 88 %

Survey Paper, Computer Science & Engineering, India, Volume 6 Issue 10, October 2017

Pages: 1481 - 1483

Survey Paper on Predictive Analysis in Data Mining

R Prathyusha

Share this Article

Similar Articles with Keyword 'Opinion Mining'

Views: 136 , Downloads: 105 | CTR: 77 % | Weekly Popularity: ⮙2

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 2188 - 2191

Sentiment Analysis by Visual Inspection of User Data from Social Sites - A Review on Opinion Mining

Vijayshri R. Ingale, Rajesh Nandkumar Phursule

Share this Article

Views: 127 , Downloads: 106 | CTR: 83 % | Weekly Popularity: ⮙1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2303 - 2305

A Survey : Extracting Features from Online Reviews Corpus by Domain Relevance

Ashwini P. Lingojwar, L. J. Sankpal

Share this Article

Views: 151 , Downloads: 108 | CTR: 72 %

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 2062 - 2067

A Review on Sentiment Analysis and Visualization of Customer Reviews

Apurva V. Gundla, Manisha S. Otari

Share this Article

Views: 130 , Downloads: 109 | CTR: 84 % | Weekly Popularity: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1730 - 1734

Discovering the Features in Opinion Mining via Domain Dependent and Domain Independent Relevance

Pallavi D. Jawalkar, G. J. Chhajed

Share this Article

Views: 134 , Downloads: 110 | CTR: 82 % | Weekly Popularity: ⮙4

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2291 - 2294

Prediction of Appraisal Groups for Movie Review Analysis

Nihalahmad R. Shikalgar, Dr. Arati M. Dixit

Share this Article

Similar Articles with Keyword 'Semantic Analysis'

Views: 126 , Downloads: 100 | CTR: 79 % | Weekly Popularity: ⮙3

Research Paper, Computer Science & Engineering, Egypt, Volume 3 Issue 11, November 2014

Pages: 1128 - 1132

Keyword Extraction using Clustering and Semantic Analysis

Dr. Mohamed H. Haggag, Dr.Amal Abutabl, Ahmed Basil

Share this Article

Views: 122 , Downloads: 110 | CTR: 90 % | Weekly Popularity: ⮙5

Research Paper, Computer Science & Engineering, Lebanon, Volume 7 Issue 4, April 2018

Pages: 1656 - 1660

Automatic Identification of Arabic Expressions Related to Future Events in Lebanon?s Economy

Moustafa Al-Hajj, Amani Sabra

Share this Article

Views: 156 , Downloads: 111 | CTR: 71 % | Weekly Popularity: ⮙3

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 2365 - 2367

A Survey on Event Recognition and Summarization in Football Videos

Dhanuja S Patil, Waykar S.B

Share this Article

Views: 131 , Downloads: 112 | CTR: 85 % | Weekly Popularity: ⮙1

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1414 - 1418

Sentimate Analysis for Web Product Ranking

Shinde Swati Anandrao, Kale N.D.

Share this Article

Views: 137 , Downloads: 114 | CTR: 83 % | Weekly Popularity: ⮙1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1692 - 1695

Implementing Dynamic Bayesian Network for Soccer Videos Event Detection and Summarization

Rupali S. Bongane, Sachin S. Bere

Share this Article

Similar Articles with Keyword 'Cross-Domain'

Views: 153 , Downloads: 114 | CTR: 75 %

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 1, January 2015

Pages: 1031 - 1034

Review on Analysis of User Behavior Based on Prediction Algorithm

Hemlata Kardas, Sulochana Sonkamble

Share this Article

Views: 145 , Downloads: 116 | CTR: 80 % | Weekly Popularity: ⮙5

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1006 - 1010

Policy Optimization and Anomaly Detection of Firewall

Akshay Dattatray Kachare, Geeta Atkar

Share this Article

Views: 136 , Downloads: 124 | CTR: 91 % | Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 2, February 2017

Pages: 2101 - 2104

Effective Cross Domain Recommendation for TV User

Sumathy.R, Suguna. T, Sangeetha M.

Share this Article

Similar Articles with Keyword 'Product Aspect'

Views: 137 , Downloads: 103 | CTR: 75 % | Weekly Popularity: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1389 - 1391

Generalized Ranking for Product Aspects using Concept Hierarchies

K. Bharathi, T. Venkata Satya Vivek, G. Radha Krishna

Share this Article

Views: 134 , Downloads: 108 | CTR: 81 % | Weekly Popularity: ⮙2

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 2048 - 2051

An Efficient Product Aspect Ranking and its Application: A Review

Shahuraj Patil, Jyoti Raghatwan

Share this Article

Views: 130 , Downloads: 110 | CTR: 85 %

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1727 - 1730

An Efficient Method on Identification of Product Aspect and Ranking System

P. Sai Krishna, M. Geethalatha

Share this Article

Views: 134 , Downloads: 110 | CTR: 82 % | Weekly Popularity: ⮙1

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1783 - 1786

Survey on Product Review Sentiment Analysis with Aspect Ranking

Harsha Patil, P. M. Mane

Share this Article

Views: 153 , Downloads: 114 | CTR: 75 %

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 1, January 2015

Pages: 1031 - 1034

Review on Analysis of User Behavior Based on Prediction Algorithm

Hemlata Kardas, Sulochana Sonkamble

Share this Article

Similar Articles with Keyword 'Map Reduce'

Views: 127 , Downloads: 103 | CTR: 81 % | Weekly Popularity: ⮙2

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1666 - 1668

Survey Paper on Cube Computation Techniques

Amar Sawant, Madhav Ingle

Share this Article

Views: 136 , Downloads: 105 | CTR: 77 % | Weekly Popularity: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2041 - 2044

Optimization Technique for Efficient Dynamic Query Forms with NoSQL

Kavita Ozarkar, Rakesh Rajani

Share this Article

Views: 136 , Downloads: 105 | CTR: 77 % | Weekly Popularity: ⮙4

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1103 - 1108

Design of a High Performing Cloud Using Load Rebalancing Technique in Distributed File System

Y. Steeven, C. Prakasha Rao

Share this Article

Views: 124 , Downloads: 105 | CTR: 85 % | Weekly Popularity: ⮙3

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2762 - 2766

Large Scale Data Shared by Peer to Peer Based System in Shared Network

Bhavsar Harshada V., Dr. S. V. Gumaste, Prof. Deokate Gajanan S.

Share this Article

Views: 133 , Downloads: 107 | CTR: 80 % | Weekly Popularity: ⮙2

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1510 - 1513

A Survey on Optimal Data Storage of Cache Manager for Big Data Using Map Reduce Framework

Rupali Pashte, Ritesh Thakur

Share this Article
Top