Impact Factor:6.549
 Scopus Suggested Journal: UNDER REVIEW for TITLE INCLUSSION

International Journal
of Computer Engineering in Research Trends (IJCERT)

Scholarly, Peer-Reviewed, Open Access and Multidisciplinary

Welcome to IJCERT

International Journal of Computer Engineering in Research Trends. Scholarly, Peer-Reviewed,Open Access and Multidisciplinary

ISSN(Online):2349-7084                 Submit Paper    Check Paper Status    Conference Proposal

Back to Current Issues

Survey on Collaborative Filtering and Content-Based Recommending

Tekur Vijetha, M.Sri lakshmi, Dr.S.Prem Kumar, ,
(M.Tech), CSE
Assistant Professor, Department of Computer Science and Engineering
Professor & HOD, Department of computer science and engineering, G.Pullaiah College of Engineering and Technology, Kurnool, Andhra Pradesh, India.

Collaborative filtering (CF) is an important and popular technology for recommender systems. Recommender systems have been proven to be valuable means for web online users to cope with the information overload and have become one of the most powerful and popular tools in electronic commerce. Recommending and personalization are important approaches to combating information over-load.Machine Learning is an important part of systems for these tasks. Collaborative filtering has problems. Content-based methods address these problems (but have problems of their own).Integrating both is best.

Tekur Vijetha,M.Sri lakshmi,Dr.S.Prem Kumar."Survey on Collaborative Filtering and Content-Based Recommending". International Journal of Computer Engineering In Research Trends (IJCERT) ,ISSN:2349-7084 ,Vol.2, Issue 09,pp.594-599, SEPTEMBER - 2015, URL :,

Keywords : Collaborative Filtering (a.k.a. social filtering), Content-based Recommender Systems.

[1] Z. Huang, H. Chen, and D. Zeng, ―Applying Associative Retrieval Techniques to Alleviate the Sparsity Problem in Collaborative Filtering,‖ ACM Trans. Information Systems, vol. 22, no. 1, pp. 116- 142, 2004. 
[2] G. Adomavicius and A. Tuzhilin, ―Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions,‖ IEEE Trans. Knowledge and Data Eng., vol. 17, no. 6, pp. 734-749, June 2005. 
[3] K.M. Galotti, Cognitive Psychology In and Out of the Laboratory, third ed. Wadsworth, 2004. 
[4] G.L. Murphy, The Big Book of Concepts. MIT Press, 2002. 
[5] L.W. Barsalou, Cognitive Psychology: An Overview for Cognitive Scientists. Lawrence Erlbaum Assoc., 1992. 
[6] S. Schiffer and S. Steele, Cognition and Representation. Westview Press, 1988. 
[7] D.L. Medin and E.E. Smith, ―Concepts and Concept Formation,‖ Ann. Rev. of Psychology, vol. 35, pp. 113- 138, 1984. 
[8] W. Vanpaemel, G. Storms, and B. Ons, ―A Varying Abstraction Model for Categorization,‖ Proc. Cognitive Science Conf. (CogSci’05), pp. 2277-2282, 2005.


Download :

Refbacks : Currently there are no Refbacks


Authors are not required to pay any article-processing charges (APC) for their article to be published open access in Journal IJCERT. No charge is involved in any stage of the publication process, from administrating peer review to copy editing and hosting the final article on dedicated servers. This is free for all authors. 

News & Events

Latest issue :Volume 10 Issue 1 Articles In press

A plagiarism check will be implemented for all the articles using world-renowned software. Turnitin.

Digital Object Identifier will be assigned for all the articles being published in the Journal from September 2016 issue, i.e. Volume 3, Issue 9, 2016.

IJCERT is a member of the prestigious.Each of the IJCERT articles has its unique DOI reference.
DOI Prefix : 10.22362/ijcert

IJCERT is member of The Publishers International Linking Association, Inc. (“PILA”)

Emerging Sources Citation Index (in process)

IJCERT title is under evaluation by Scopus.

Key Dates

☞   LAST DATE OF SUBMISSION : 31st March 2023
In 7 Days

Important Announcements

All the authors, conference coordinators, conveners, and guest editors kindly check their articles' originality before submitting them to IJCERT. If any material is found to be duplicate submission or sent to other journals when the content is in the process with IJCERT, fabricated data, cut and paste (plagiarized), at any stage of processing of material, IJCERT is bound to take the following actions.
1. Rejection of the article.
2. The author will be blocked for future communication with IJCERT if duplicate articles are submitted.
3. A letter regarding this will be posted to the Principal/Director of the Institution where the study was conducted.
4. A List of blacklisted authors will be shared among the Chief Editors of other prestigious Journals
We have been screening articles for plagiarism with a world-renowned tool: Turnitin However, it is only rejected if found plagiarized. This more stern action is being taken because of the illegal behavior of a handful of authors who have been involved in ethical misconduct. The Screening and making a decision on such articles costs colossal time and resources for the journal. It directly delays the process of genuine materials.

Citation Index

Citations Indices All
Citations 1026
h-index 14
i10-index 20
Source: Google Scholar

Acceptance Rate (By Year)

Acceptance Rate (By Year)
Year Rate
2021 10.8%
2020 13.6%
2019 15.9%
2018 14.5%
2017 16.6%
2016 15.8%
2015 18.2%
2014 20.6%

Important Links

Conference Proposal