International Journal of Science and Research (IJSR)

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

ISSN: 2319-7064


Downloads: 127

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


A Survey on Smart Service Recommendation System by Applying Map Reduce Techniques

Pallavi R. Desai, B. A. Tidke


Abstract: In the era of internet amount of data grown beyond the capacity of storing and processing, This known as Big Data. When Users deals with Big Data it face varies difficulty at the time of needful data extraction. Their for we purpose Smart Service Recommender system is providing appropriate recommendations to users as per their interest. In the past few years, the amount of online web data has increases explosively, yielding the big data processing and analysis problem for recommender systems. Consequently, most of the traditional service recommender systems frequently suffer from scalability and inefficiency problems when processing or analysing such large volume data. Moreover, an existing service recommender system present the same ratings and rankings of items to different users without considering varied users? preferences, and therefore fails to meet users personalized requirements. This project proposes a Smart Service Recommendation system, to address the above challenges. It aims at presenting a personalized recommendation list and recommending the most appropriate items to the users effectively. Specifically, weights of s are used to indicate users' preferences, and a user-based Collaborative Filtering algorithm is adopted with Opennlp 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 for processes large data using MapReduce parallel processing paradigm. Finally, extensive experiments are conducted on real-world data sets, and results demonstrate that Personalize User-Based Recommendation System significantly improves the accuracy and scalability of service recommender systems over existing approaches.


Keywords: Big Data, MapReduce, Hadoop, recommender system, preference,


Edition: Volume 5 Issue 1, January 2016,


Pages: 365 - 369


How to Cite this Article?

Pallavi R. Desai, B. A. Tidke, "A Survey on Smart Service Recommendation System by Applying Map Reduce Techniques", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=NOV152687, Volume 5 Issue 1, January 2016, 365 - 369

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Big Data'

Downloads: 2 | Weekly Hits: ⮙2 | Monthly Hits: ⮙2

Review Papers, Computer Science & Engineering, India, Volume 10 Issue 10, October 2021

Pages: 584 - 587

Big Data Getting Bigger: Catering Challenges

Daksh Mehta

Share this Article

Downloads: 105

Informative Article, Computer Science & Engineering, India, Volume 5 Issue 11, November 2016

Pages: 1482 - 1485

Overview of Big Data

Nivedita Manohar

Share this Article

Similar Articles with Keyword 'MapReduce'

Downloads: 102

Dissertation Chapters, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1721 - 1725

Secured Load Rebalancing for Distributed Files System in Cloud

Jayesh D. Kamble, Y. B. Gurav

Share this Article

Downloads: 105

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 2133 - 2136

One Class Clustering Tree for Implementing Many to Many Data Linkage

Ravi R, Michael G

Share this Article

Similar Articles with Keyword 'Hadoop'

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1188 - 1193

Profit Contribution of Bank Customer from Different Business Liabilities

Vinod Desai, Shalini B Ullagaddi, Vittal A Odeyar

Share this Article

Downloads: 102

Dissertation Chapters, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1721 - 1725

Secured Load Rebalancing for Distributed Files System in Cloud

Jayesh D. Kamble, Y. B. Gurav

Share this Article

Similar Articles with Keyword 'recommender system'

Downloads: 68

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

Downloads: 105

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

Similar Articles with Keyword 'preference'

Downloads: 99

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

Downloads: 99

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

Similar Articles with Keyword 'Big'

Downloads: 2 | Weekly Hits: ⮙2 | Monthly Hits: ⮙2

Review Papers, Computer Science & Engineering, India, Volume 10 Issue 10, October 2021

Pages: 584 - 587

Big Data Getting Bigger: Catering Challenges

Daksh Mehta

Share this Article

Downloads: 91

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 1, January 2015

Pages: 823 - 826

Survey Paper on Users Location Hiding In Geosocial Recommendation Applications

Mayura Phadnis, Kanchan Varpe

Share this Article

Similar Articles with Keyword 'Data'

Downloads: 515 | Weekly Hits: ⮙2 | Monthly Hits: ⮙8

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Downloads: 86 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article
Top