International Journal of Science and Research (IJSR)

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

ISSN: 2319-7064


Downloads: 105

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


Learning to Cluster Feedback Session for Identification of User Search Objective

Manjiri M. Kokate, Poonam D. Lambhate


Abstract: In web search applications, the WWW is a huge resource for people. This resource uses search engines to search the information. For this purpose the queries are submitted to search engine to represent the needs of the users. Sometimes queries may not exactly represent the actual objective of user. There may be ambiguous query for different users. There are mainly two aspects for improving search engine relevance 1) identification of user search objectives and 2) analysis of user search objectives. In this paper, we propose a new method to identify user search objective by analysis process. This process is operated on search engine query logs. First, we propose a skeleton for discovering different user search objective for a query by clustering the our proposed method of feedback sessions. Feedback sessions are calculated by considering user click-through logs. By using these user click-through logs the information needs of users can be efficiently identified. Second, we propose a new approach for generating pseudo-documents for best representation of the feedback sessions for hierarchical clustering. Hierarchical clustering gives the relationship between all the keywords in the corresponding cluster. Finally, we propose a new technique for actual evaluation of the performance of identified user search objectives. For the better effectiveness of our proposed methods results are presented using user click-through logs.


Keywords: Web mining, pseudo documents, information retrieval, Web text analysis, Searching, Hierarchical clustering


Edition: Volume 3 Issue 7, July 2014,


Pages: 1578 - 1583


How to Cite this Article?

Manjiri M. Kokate, Poonam D. Lambhate, "Learning to Cluster Feedback Session for Identification of User Search Objective", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=201412531, Volume 3 Issue 7, July 2014, 1578 - 1583

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Web mining'

Downloads: 104

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 1640 - 1647

Privacy Preservation Protection for Personalized Web User by k-Anonymity with Profile Construction for Web Search Engines

Uma Maheswari.T, Dr.V. Kavitha

Share this Article

Downloads: 104

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

Pages: 1812 - 1815

A Survey on Domain Name Categorization Using Artificial Neural Networks

Akshay S. Dhomble, Disha Deotale

Share this Article

Similar Articles with Keyword 'pseudo documents'

Downloads: 103

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1895 - 1898

Implementation of Intellectual Browser for User Search Goal Discovery and Reordering System

Hemlata Gaikwad, Manisha Darak

Share this Article

Downloads: 110

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

Pages: 2651 - 2657

Enhanced Approach for Construing & Reorganizing User Search Result Using Feedback Session

Sultana N. Sayyad, Deepak S. Tamhane

Share this Article

Similar Articles with Keyword 'information retrieval'

Downloads: 100

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015

Pages: 2461 - 2466

A Review of Text Mining Techniques Associated with Various Application Areas

Dr. Shilpa Dang, Peerzada Hamid Ahmad

Share this Article

Downloads: 100

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

Pages: 1028 - 1031

Secure and Efficient Item Information Retrieval in Cloud Computing

Dr. Shameem Akther, Tahseen Begum

Share this Article

Similar Articles with Keyword 'Web text analysis'

Downloads: 108

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 2503 - 2506

Specific Personal Alias Withdrawal from Web and Clustering of Similar Web Documents

Snehal S. Shinde, Prakash R. Devale

Share this Article

Downloads: 110

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

Pages: 2651 - 2657

Enhanced Approach for Construing & Reorganizing User Search Result Using Feedback Session

Sultana N. Sayyad, Deepak S. Tamhane

Share this Article

Similar Articles with Keyword 'Searching'

Downloads: 1

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

Pages: 716 - 720

A Comprehensive Study of Elasticsearch

Nikita Kathare, O. Vinati Reddy, Dr. Vishalakshi Prabhu

Share this Article

Downloads: 1 | Monthly Hits: ⮙1

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

Pages: 853 - 859

A Brief Survey and Examination of Various Searching Techniques

Cherukuri Nischay Sai

Share this Article

Similar Articles with Keyword 'Hierarchical clustering'

Downloads: 100

Comparative Studies, Computer Science & Engineering, India, Volume 6 Issue 2, February 2017

Pages: 2147 - 2150

A Comparative Study of Algorithms used for Detection and Classification of Plant Diseases

Roshni C.R, Dr. M. Safish Mary

Share this Article

Downloads: 104

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

Pages: 1634 - 1638

Performance Comparison of Hard and Fuzzy Clustering Algorithms on ESTs of Human Genes

Abhilasha Chaudhuri, Asha Ambhaikar

Share this Article

Similar Articles with Keyword 'Web'

Downloads: 1

Student Project, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1717 - 1724

Krashi Prabhandak (Agricultural Manager)

Prafful Mundra, A V Pavan Krishna, Swarnalatha P, Venkata Sumanth Kakollu

Share this Article

Downloads: 2 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

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

Pages: 1240 - 1249

Secure Methods for Supplychain Management to Protect from Attacks in Blockchain

B. Ratnakanth, K. Venkata Ramana

Share this Article

Similar Articles with Keyword 'mining'

Downloads: 1

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

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

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

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 8, August 2021

Pages: 1068 - 1070

Predicting the Course Knowledge Level of Students using Data Mining Techniques

Thapaswini P S

Share this Article

Similar Articles with Keyword 'pseudo'

Downloads: 99

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

Pages: 1486 - 1489

Mobile Based Marketing System Using Privacy and Security Aware Location Based Rewarding System

Digvijay A. Patil, Yogesh B. Gurav

Share this Article

Downloads: 101

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

Pages: 1054 - 1058

Colour Extended Visual Cryptography based on MKGED

T. Anuradha, Dr. K. Usha Rani

Share this Article

Similar Articles with Keyword 'documents'

Downloads: 1

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

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Downloads: 1

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

Pages: 716 - 720

A Comprehensive Study of Elasticsearch

Nikita Kathare, O. Vinati Reddy, Dr. Vishalakshi Prabhu

Share this Article

Similar Articles with Keyword 'information'

Downloads: 108

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1375 - 1390

A Survey of Thinning Techniques on Two Dimensional Binary Images

Moumita Sarkar, Santanu Chatterjee

Share this Article

Downloads: 117 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 8, August 2016

Pages: 991 - 995

A Study and Comparative Analysis of Cryptographic Algorithms for Various File Formats

M. Meena, A. Komathi

Share this Article

Similar Articles with Keyword 'retrieval'

Downloads: 108

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1375 - 1390

A Survey of Thinning Techniques on Two Dimensional Binary Images

Moumita Sarkar, Santanu Chatterjee

Share this Article

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 948 - 951

Survey on Various Image Segmentation Techniques

Babita Chauhan

Share this Article

Similar Articles with Keyword 'text'

Downloads: 1

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

Pages: 1789 - 1791

The Survey Paper on Importance of Integration of Knowledge Management and Business Intelligence

Vina Lomte, Saloni Shah

Share this Article

Downloads: 1

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

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Similar Articles with Keyword 'analysis'

Downloads: 108

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1375 - 1390

A Survey of Thinning Techniques on Two Dimensional Binary Images

Moumita Sarkar, Santanu Chatterjee

Share this Article

Downloads: 117 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 8, August 2016

Pages: 991 - 995

A Study and Comparative Analysis of Cryptographic Algorithms for Various File Formats

M. Meena, A. Komathi

Share this Article
Top