A Review on Personalized Approach for Solving Recommendation System Problems Combining User Interest and Social Circle
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

Review Papers | Computer Science & Engineering | India | Volume 3 Issue 12, December 2014

A Review on Personalized Approach for Solving Recommendation System Problems Combining User Interest and Social Circle

Sagar D. Kothimbire, M. S. Patole

Rapid growth of information generated by online social networks leads to increase in demand of effective recommender systems to give accurate results. Traditional techniques become unqualified because they do not consider data of social relation in the social network for giving recommendation; existing social recommendation techniques consider social network structure, but social perspective has not been fully measured by these techniques. It its noteworthy and challenging to fuse social contextual factors which are derived from users motivation of social activities into social recommendation. With the introduction and popularity of social network, ever more users like to share their real life experiences, such as blogs, ratings and reviews. New latest aspects of social networking like interpersonal influence and interest based on circles of friends carry opportunities and challenges for recommender system (RS) to resolve the cold start and sparsity problem of datasets. Several of the social factors have been used in Recommendation Systems; but still they have not been completely measured. This paper gives review on, various recommendation techniques and main three social aspects, User personal interest, interpersonal interest similarity, as well as interpersonal influence, and how these factors are fuse into a combined personalized recommendation model to give the recommendations to the user.

Keywords: Interpersonal Influence, Personal Interest, Recommender System, Social Networks, Contextual Recommendation, User Interest Factor

Edition: Volume 3 Issue 12, December 2014

Pages: 1620 - 1624

Share this Article

How to Cite this Article?

Sagar D. Kothimbire, M. S. Patole, "A Review on Personalized Approach for Solving Recommendation System Problems Combining User Interest and Social Circle", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB14757, Volume 3 Issue 12, December 2014, 1620 - 1624

114 PDF Views | 86 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Interpersonal Influence'

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

Pages: 2188 - 2190

Exploring Social User Behavior with Personalized Recommendation

Karishma Ahire, K.M. Varpe

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1620 - 1624

A Review on Personalized Approach for Solving Recommendation System Problems Combining User Interest and Social Circle

Sagar D. Kothimbire, M. S. Patole

Share this Article

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

Pages: 2510 - 2513

A Survey on Social Circle Influenced Personalized Recommendation System

Vishal J. Kadam, Vilas S. Gaikwad

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 7, July 2017

Pages: 650 - 654

Personalized and Location aware Online Product Recommendation System

Nusna Khalid C K, Sabeeha K P

Share this Article

Similar Articles with Keyword 'Personal Interest'

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1620 - 1624

A Review on Personalized Approach for Solving Recommendation System Problems Combining User Interest and Social Circle

Sagar D. Kothimbire, M. S. Patole

Share this Article

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

Pages: 2510 - 2513

A Survey on Social Circle Influenced Personalized Recommendation System

Vishal J. Kadam, Vilas S. Gaikwad

Share this Article

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

Pages: 286 - 289

Recommender System Challenges and Methodologies in Social Network: Survey

Himgauri D. Ambulkar, Apashabi Pathan

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 7, July 2017

Pages: 650 - 654

Personalized and Location aware Online Product Recommendation System

Nusna Khalid C K, Sabeeha K P

Share this Article

Similar Articles with Keyword 'Recommender System'

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

Pages: 137 - 140

Intelligent Health and Education Trust Recommendation System

Bhavin Rathod; Deepraj Sawant; Tejas Shetye; Silviya D'Monte

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020

Pages: 176 - 180

Product Recommendation System Using Machine Learning Based Collaborative Filtering Technique

Mrunal Gandhi, Tushar Nikam, Akshay Shahane, Mayur Shete, Dr. Kamini C. Nalavade

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016

Pages: 1967 - 1970

Survey on Recommender System using Distributed Framework

Sonali B. Ghodake, R. S. Paswan

Share this Article

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

Pages: 1258 - 1265

Social Engine for Pattern Mining and Prediction of Mobile Commerce Users

J. Mohabath, S. J. Vivekanandan

Share this Article

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

Pages: 1318 - 1323

Towards Keyword Based Recommendation System

Vinaya B. Savadekar, Pramod B. Gosavi

Share this Article

Similar Articles with Keyword 'Social Networks'

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2267 - 2274

Two Accounts of Solitude in Online Communal Networks

Alla Venu Gopal, G. Srinivasa Reddy

Share this Article

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

Pages: 1384 - 1390

Sherpa - Experts Social Network

Sangramsingh M Ghatage, Siddharth K Gaikwad

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1709 - 1713

Rider: A Multi Layer Framework for Road Condition Estimation

Sona P, Divya M

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1888 - 1890

Spammer Detection and Identification on Social Network Using Machine Learning

Dr. Shameem Akhter, Noorain Saba

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1127 - 1129

Trust Checking in Social Networks Using Data Mining

Archa.S

Share this Article
Top