Downloads: 104 | Weekly Hits: ⮙2 | Monthly Hits: ⮙11
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
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/search_index_results_paperid.php?id=201412531, Volume 3 Issue 7, July 2014, 1578 - 1583
Enter Your Registered Email Address
Similar Articles with Keyword 'Web mining'
Downloads: 103 | Weekly Hits: ⮙2
Research Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015
Pages: 1640 - 1647Privacy Preservation Protection for Personalized Web User by k-Anonymity with Profile Construction for Web Search Engines
Uma Maheswari.T, Dr.V. Kavitha
Downloads: 103 | Weekly Hits: ⮙2
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015
Pages: 1812 - 1815A Survey on Domain Name Categorization Using Artificial Neural Networks
Akshay S. Dhomble, Disha Deotale
Downloads: 104 | Weekly Hits: ⮙2 | Monthly Hits: ⮙11
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 1578 - 1583Learning to Cluster Feedback Session for Identification of User Search Objective
Manjiri M. Kokate, Poonam D. Lambhate
Downloads: 104 | Monthly Hits: ⮙13
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1617 - 1619A Review of Domain Clustering Using Adaptive Preprocessing
Poonam Nagale, Alka Vishwa
Downloads: 104 | Weekly Hits: ⮙4 | Monthly Hits: ⮙10
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 2681 - 2688A Proposed Framework Using Neural Network in Web Mining for Improving the Performance of E-Learning System
Dar Masroof Amin, Atul Garg
Similar Articles with Keyword 'pseudo documents'
Downloads: 102 | Weekly Hits: ⮙3 | Monthly Hits: ⮙8
Research Paper, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016
Pages: 1895 - 1898Implementation of Intellectual Browser for User Search Goal Discovery and Reordering System
Hemlata Gaikwad, Manisha Darak
Downloads: 104 | Weekly Hits: ⮙2 | Monthly Hits: ⮙11
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 1578 - 1583Learning to Cluster Feedback Session for Identification of User Search Objective
Manjiri M. Kokate, Poonam D. Lambhate
Downloads: 109 | Weekly Hits: ⮙1 | Monthly Hits: ⮙9
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 2651 - 2657Enhanced Approach for Construing & Reorganizing User Search Result Using Feedback Session
Sultana N. Sayyad, Deepak S. Tamhane
Downloads: 114 | Weekly Hits: ⮙3 | Monthly Hits: ⮙9
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015
Pages: 2152 - 2156Inferring user Search Goals with Feedback Sessions using STC
Asha P, Ambily Balaram
Downloads: 132 | Weekly Hits: ⮙4 | Monthly Hits: ⮙15
Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016
Pages: 763 - 766A Survey on Feedback Session for Inferring User Search Query with CAP
Shweta K. Sirse, C. S. Biradar
Similar Articles with Keyword 'information retrieval'
Downloads: 99 | Weekly Hits: ⮙3
Review Papers, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015
Pages: 2461 - 2466A Review of Text Mining Techniques Associated with Various Application Areas
Dr. Shilpa Dang, Peerzada Hamid Ahmad
Downloads: 99 | Weekly Hits: ⮙1 | Monthly Hits: ⮙13
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 9 Issue 9, September 2020
Pages: 1028 - 1031Secure and Efficient Item Information Retrieval in Cloud Computing
Dr. Shameem Akther, Tahseen Begum
Downloads: 101 | Monthly Hits: ⮙15
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015
Pages: 1772 - 1776A Survey on Facilitating Document Annotation Techniques
Priyanka C. Ghegade, Vinod S. Wadne
Downloads: 103 | Weekly Hits: ⮙2 | Monthly Hits: ⮙9
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015
Pages: 2435 - 2437Semantic Information Extraction From Ontology Using Natural Language Query Processing
Sudarshan D. Awale, S. J. Karale
Downloads: 103 | Weekly Hits: ⮙4 | Monthly Hits: ⮙13
Research Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015
Pages: 3087 - 3089Confidential and Efficient Hosting Query Services in Public Clouds with RASP Data Disruption
Vanajakshi Devi.K, Praveen Kumar.N
Similar Articles with Keyword 'Web text analysis'
Downloads: 104 | Weekly Hits: ⮙2 | Monthly Hits: ⮙11
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 1578 - 1583Learning to Cluster Feedback Session for Identification of User Search Objective
Manjiri M. Kokate, Poonam D. Lambhate
Downloads: 108 | Weekly Hits: ⮙3 | Monthly Hits: ⮙12
Review Papers, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015
Pages: 2503 - 2506Specific Personal Alias Withdrawal from Web and Clustering of Similar Web Documents
Snehal S. Shinde, Prakash R. Devale
Downloads: 109 | Weekly Hits: ⮙1 | Monthly Hits: ⮙9
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 2651 - 2657Enhanced Approach for Construing & Reorganizing User Search Result Using Feedback Session
Sultana N. Sayyad, Deepak S. Tamhane
Downloads: 126 | Weekly Hits: ⮙2
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015
Pages: 1892 - 1894Survey on Social Media Content and Analyzing Student?s Learning Experiences
Priyanka Popat Lokhande
Similar Articles with Keyword 'Searching'
Downloads: 67 | Weekly Hits: ⮙3 | Monthly Hits: ⮙16
Survey Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020
Pages: 890 - 894A Survey on Types of Crawlers and Web Searching Algorithms
T. Yogameera, Dr. D. Shanthi
Downloads: 92 | Weekly Hits: ⮙1 | Monthly Hits: ⮙13
Informative Article, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020
Pages: 85 - 88CBCD Methods in Video Copy Detection
Jan Mary Thomas
Downloads: 97 | Weekly Hits: ⮙3 | Monthly Hits: ⮙8
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014
Pages: 1910 - 1915An Efficient Hash Count Indexing and Searching Scheme for Audio Fingerprinting
Simarjeet Singh Bhatia, Rupali Bhartiya
Downloads: 98 | Weekly Hits: ⮙5
Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 11, November 2016
Pages: 1578 - 1582A Survey Paper on To Retrieve the Relevant Images according to Re-Ranking of Images with Click based Similarity and Typicality
Deepak B. Waghchaure, K. N. Shedge
Downloads: 102 | Monthly Hits: ⮙8
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015
Pages: 2623 - 2626A Novel Image Searching/Retrieving Approach using Sample Image and Text
Apurva S. Gomashe, R. R. Keole
Similar Articles with Keyword 'Hierarchical clustering'
Downloads: 100 | Weekly Hits: ⮙3
Comparative Studies, Computer Science & Engineering, India, Volume 6 Issue 2, February 2017
Pages: 2147 - 2150A Comparative Study of Algorithms used for Detection and Classification of Plant Diseases
Roshni C.R, Dr. M. Safish Mary
Downloads: 104 | Weekly Hits: ⮙3 | Monthly Hits: ⮙10
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014
Pages: 1634 - 1638Performance Comparison of Hard and Fuzzy Clustering Algorithms on ESTs of Human Genes
Abhilasha Chaudhuri, Asha Ambhaikar
Downloads: 104 | Weekly Hits: ⮙2 | Monthly Hits: ⮙11
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 1578 - 1583Learning to Cluster Feedback Session for Identification of User Search Objective
Manjiri M. Kokate, Poonam D. Lambhate
Downloads: 104 | Weekly Hits: ⮙3 | Monthly Hits: ⮙9
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015
Pages: 3001 - 3006A Fuzzy Based Approach of Energy Efficient Hierarchical Clustering Method in Wireless Sensor Networks
G S M Vamsi, Neha Choubey
Downloads: 107 | Weekly Hits: ⮙1 | Monthly Hits: ⮙10
Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1497 - 1502A Study on Clustering Techniques on Matlab
A. M. Nirmala, Dr. S. Saravanan