Towards Keyword Based Recommendation System
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: 132 , Downloads: 110 | CTR: 83 % | Weekly Popularity: ⮙4

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

Towards Keyword Based Recommendation System

Vinaya B. Savadekar, Pramod B. Gosavi

Recommender systems have been shown as valuable tools for providing appropriate recommendations to users. In the last decade, the amount of customers, services and online information has grown rapidly, yielding the big data analysis problem for recommender systems. Consequently, traditional service recommender systems often suffer from scalability and inefficiency problems when processing or analyzing such large-scale data. Moreover, most of existing recommender systems present the same ratings and rankings of items to different users without considering diverse users' preferences, and therefore fails to meet users personalized requirements. This project proposes a Keyword based Recommendation method, to address the above challenges. It aims at presenting a personalized recommendation list and recommending the most appropriate items to the users effectively. Specifically, keywords are used to indicate users' preferences, and a user-based Collaborative Filtering algorithm is adopted to generate appropriate recommendations. To improve its scalability and efficiency in big data environment, it is implemented on Hadoop, a widely-adopted distributed computing platform using the MapReduce parallel processing paradigm. Proposed system is used to improve the accuracy and scalability of service recommender systems over existing approaches.

Keywords: recommender system, preference, , Big Data, MapReduce, Hadoop, Naive Bayes classification algorithm

Edition: Volume 3 Issue 11, November 2014

Pages: 1318 - 1323

Share this Article

How to Cite this Article?

Vinaya B. Savadekar, Pramod B. Gosavi, "Towards Keyword Based Recommendation System", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=OCT141168, Volume 3 Issue 11, November 2014, 1318 - 1323

132 PDF Views | 110 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'recommender system'

Views: 177 , Downloads: 68 | CTR: 38 %

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

Views: 132 , Downloads: 100 | CTR: 76 % | Weekly Popularity: ⮙2

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

Views: 145 , Downloads: 106 | CTR: 73 % | Weekly Popularity: ⮙1

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

Pages: 1557 - 1561

Survey of Travel Package Recommendation System

Parnika Patil, V. L. Kolhe

Share this Article

Views: 137 , Downloads: 107 | CTR: 78 % | Weekly Popularity: ⮙5

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

Views: 145 , Downloads: 108 | CTR: 74 % | Weekly Popularity: ⮙2

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

Similar Articles with Keyword 'preference'

Views: 138 , Downloads: 97 | CTR: 70 % | Weekly Popularity: ⮙2

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

Pages: 939 - 942

A Novel Approach to Enhance Personalized Recommendation

G. Venkatesh, M. Sri Devi

Share this Article

Views: 125 , Downloads: 97 | CTR: 78 % | Weekly Popularity: ⮙3

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

Pages: 747 - 749

A Survey of Friendbook Recommendation Services

Pankaj L. Pingate, S. M. Rokade

Share this Article

Views: 139 , Downloads: 98 | CTR: 71 % | Weekly Popularity: ⮙1

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

Pages: 2084 - 2088

A Survey on Learning Crowdsourced User Preferences for Visual Summarization of Image Collections

Rupali Tanaji Waghmode, Nikita J. Kulkarni

Share this Article

Views: 129 , Downloads: 100 | CTR: 78 % | Weekly Popularity: ⮙6

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 872 - 877

Ranking and Clustering of Software Cost Estimation Models

Vijaya Wable, S. M. Shinde

Share this Article

Views: 132 , Downloads: 100 | CTR: 76 % | Weekly Popularity: ⮙2

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
Top