International Journal of Science and Research (IJSR)

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

ISSN: 2319-7064


Downloads: 102

Research Paper | Information Technology | India | Volume 5 Issue 7, July 2016


Improving Stability, Smoothing and Diversifying of Recommender Systems

Sagar Sontakke, Pratibha Chavan


Abstract: Recommender systems are used extensively now-a-days for various web-sites such as for providing products suggestions based on customers purchase history and searched product s. Current recommendation system approaches lack of a high degree of stability. Diversification of prediction is also important feature of recommender system. Having displayed same set of results every time may increase lack of trust in recommendation systems. In this paper, our focus is on stability of different recommender system approaches and providing diversity in results. We will focus on different recommender system approaches, methods provided to improve the stability and approaches in increasing diversity of recommender system.


Keywords: Recommendation Systems, Stability, Iterative Smoothing, Collaborative Filtering, Jaccard Distance, Clustering


Edition: Volume 5 Issue 7, July 2016,


Pages: 1920 - 1924


How to Cite this Article?

Sagar Sontakke, Pratibha Chavan, "Improving Stability, Smoothing and Diversifying of Recommender Systems", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=ART2016674, Volume 5 Issue 7, July 2016, 1920 - 1924

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Stability'

Downloads: 107

Research Paper, Information Technology, China, Volume 8 Issue 9, September 2019

Pages: 1584 - 1588

The Design of an Adaptive Obstacle Avoidance System for Intelligent Vehicle

Dong Guo, Yongchao Wang

Share this Article

Downloads: 114

Research Paper, Information Technology, India, Volume 4 Issue 5, May 2015

Pages: 1061 - 1065

Review On design and Implementation of Enhanced Security in Multicloud Storage System Using Distributed File System

Priyanka R. Raut, Vaidehi Baporikar

Share this Article

Similar Articles with Keyword 'Collaborative Filtering'

Downloads: 110

M.Tech / M.E / PhD Thesis, Information Technology, India, Volume 4 Issue 4, April 2015

Pages: 1788 - 1791

Provision of Content Based Service Recommendations using Hadoop and MapReduce

M. Vigneesh, K. Nimala

Share this Article

Downloads: 119

Research Paper, Information Technology, India, Volume 5 Issue 7, July 2016

Pages: 186 - 186

Recommendation Technique

Rajan Kasbe, Indira Bhattacharjee

Share this Article

Similar Articles with Keyword 'Clustering'

Downloads: 103

Survey Paper, Information Technology, India, Volume 6 Issue 3, March 2017

Pages: 1403 - 1405

Inverse Problem with Solution Using Data Mining

Ashmikumari Shah, Pooja Jardosh

Share this Article

Downloads: 105

M.Tech / M.E / PhD Thesis, Information Technology, India, Volume 4 Issue 3, March 2015

Pages: 2441 - 2444

Privacy-Preservation of Centralized and Distributed Social Network by Using L-Diversity Algorithm

Shankaranand, P. Rajasekar

Share this Article

Similar Articles with Keyword 'Recommendation'

Downloads: 3

Research Paper, Information Technology, Sierra Leone, Volume 10 Issue 9, September 2021

Pages: 105 - 109

The Unethical Use of the Social Media and its Effect on the People of Sierra Leone

Edmund Benedict Amara

Share this Article

Downloads: 7

Research Paper, Information Technology, India, Volume 10 Issue 5, May 2021

Pages: 307 - 310

CCTV Cameras Hacking and Prevention Techniques

Preeti Rana

Share this Article

Similar Articles with Keyword 'Systems'

Downloads: 7

Research Paper, Information Technology, India, Volume 10 Issue 5, May 2021

Pages: 307 - 310

CCTV Cameras Hacking and Prevention Techniques

Preeti Rana

Share this Article

Downloads: 7

Research Paper, Information Technology, India, Volume 10 Issue 5, May 2021

Pages: 369 - 371

Performing Attacks on Radio Frequency and Embedded based Systems

Preeti Rana

Share this Article
Top