Improving Stability, Smoothing and Diversifying of Recommender Systems
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

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

Improving Stability, Smoothing and Diversifying of Recommender Systems

Sagar Sontakke, Pratibha Chavan

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

Share this Article

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/search_index_results_paperid.php?id=ART2016674, Volume 5 Issue 7, July 2016, 1920 - 1924

103 PDF Views | 88 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Stability'

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

Pages: 1920 - 1924

Improving Stability, Smoothing and Diversifying of Recommender Systems

Sagar Sontakke, Pratibha Chavan

Share this Article

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

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

Research Paper, Information Technology, India, Volume 4 Issue 4, April 2015

Pages: 117 - 119

Allocation of Resources for Users by Using Fairness and Stability in Network

V. Suresh, P. Prassenna

Share this Article

Review Papers, Information Technology, Kenya, Volume 5 Issue 12, December 2016

Pages: 479 - 483

A Theoretical Review of Integration of Managed Equipment Services and Delivery of Healthcare Services

Iloka Kenneth Malongo, Dr. David M. Nzuki

Share this Article

Similar Articles with Keyword 'Collaborative Filtering'

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

Pages: 1920 - 1924

Improving Stability, Smoothing and Diversifying of Recommender Systems

Sagar Sontakke, Pratibha Chavan

Share this Article

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

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

Pages: 186 - 186

Recommendation Technique

Rajan Kasbe, Indira Bhattacharjee

Share this Article

Review Papers, Information Technology, India, Volume 4 Issue 12, December 2015

Pages: 1850 - 1852

Review Paper on Next Generation Collaborative Filtering of Data Based on Typicality Method

Rameshwar Gaikwad, Prof. Dr. Kishor. R. Kolhe

Share this Article

Survey Paper, Information Technology, Kenya, Volume 6 Issue 12, December 2017

Pages: 962 - 967

A Survey of Context-Aware Healthcare Recommender Systems

Mohamed Hussein Abdi, George Onyango Okeyo, Ronald Waweru Mwangi

Share this Article

Similar Articles with Keyword 'Clustering'

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

Research Paper, Information Technology, India, Volume 3 Issue 12, December 2014

Pages: 1896 - 1900

Determining and Exploring Dimensions in Subspace Clustering for Value Decomposition

Saranya Sagambari Devi.S

Share this Article

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

Pages: 1920 - 1924

Improving Stability, Smoothing and Diversifying of Recommender Systems

Sagar Sontakke, Pratibha Chavan

Share this Article

Research Paper, Information Technology, India, Volume 4 Issue 4, April 2015

Pages: 988 - 991

GPU Accelerated Clustering Techniques

Komal D. Nistane, Shailendra W. Shende

Share this Article

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
Top