Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/2396761.2398562acmconferencesArticle/Chapter ViewAbstractPublication PagescikmConference Proceedingsconference-collections
short-paper

Query recommendation for children

Published: 29 October 2012 Publication History

Abstract

One of the biggest problems that children experience while searching the web occurs during the query formulation process. Children have been found to struggle formulating queries based on keywords given their limited vocabulary and their difficulty to choose the right keywords.
In this work we propose a method that utilizes tags from social media to suggest queries related to children topics. Concretely we propose a simple yet effective approach to bias a random walk defined on a bipartite graph of web resources and tags through keywords that are more commonly used to describe resources for children.
We evaluate our method using a large query log sample of queries aimed at retrieving information for children. We show that our method outperforms query suggestions of state-of-the-art search engines and state-of-the art query suggestions based on random walks.

References

[1]
R. Baeza-Yates and A. Tiberi. Extracting semantic relations from query logs. In Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '07, pages 76--85, New York, NY, USA, 2007. ACM.
[2]
D. Bilal. Children's use of the yahooligans! web search engine iii. cognitive and physical behaviors on fully self-generated search tasks. J. Am. Soc. Inf. Sci. Technol., 53(13):1170--1183, 2002.
[3]
L. Bing, W. Lam, and T.-L. Wong. Using query log and social tagging to refine queries based on latent topics. In CIKM, pages 583--592, 2011.
[4]
P. Boldi, F. Bonchi, C. Castillo, D. Donato, and S. Vigna. Query suggestions using query-flow graphs. In Proceedings of the 2009 workshop on Web Search Click Data, WSCD '09, pages 56--63, New York, NY, USA, 2009. ACM.
[5]
N. Craswell and M. Szummer. Random walks on the click graph. In Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, SIGIR '07, pages 239--246, New York, NY, USA, 2007. ACM.
[6]
A. Druin, E. Foss, L. Hatley, E. Golub, M. L. Guha, J. Fails, and H. Hutchinson. How children search the internet with keyword interfaces. In IDC '09: Proceedings of the 8th International Conference on Interaction Design and Children, pages 89--96, New York, NY, USA, 2009. ACM.
[7]
C. Eickhoff, P. Serdyukov, and A. P. de Vries. Web page classification on child suitability. In CIKM, pages 1425--1428, 2010.
[8]
W. Gao, C. Niu, J.-Y. Nie, M. Zhou, K.-F. Wong, and H.-W. Hon. Exploiting query logs for cross-lingual query suggestions. ACM Trans. Inf. Syst., 28:6:1--6:33, June 2010.
[9]
K. Gyllstrom and M.-F. Moens. Wisdom of the ages: toward delivering the children's web with the link-based agerank algorithm. In Proceedings of the 19th ACM international conference on Information and knowledge management, CIKM '10, pages 159--168, New York, NY, USA, 2010. ACM.
[10]
D. Liu, X.-S. Hua, L. Yang, M. Wang, and H.-J. Zhang. Tag ranking. In 18th International World Wide Web Conference, pages 351--351, April 2009.
[11]
Y. Ma, H. Lin, and Y. Lin. Selecting related terms in query-logs using two-stage simrank. In Proceedings of the 20th ACM international conference on Information and knowledge management, CIKM '11, pages 1969--1972, New York, NY, USA, 2011. ACM.
[12]
Q. Mei, D. Zhou, and K. Church. Query suggestion using hitting time. In Proceedings of the 17th ACM conference on Information and knowledge management, CIKM '08, pages 469--478, New York, NY, USA, 2008. ACM.
[13]
I. Szpektor, A. Gionis, and Y. Maarek. Improving recommendation for long-tail queries via templates. In Proceedings of the 20th international conference on World wide web, WWW '11, pages 47--56, New York, NY, USA, 2011. ACM.
[14]
S. D. Torres, D. Hiemstra, and P. Serdyukov. Query log analysis in the context of information retrieval for children. In SIGIR, pages 847--848, 2010.
[15]
X. Wang and C. Zhai. Mining term association patterns from search logs for effective query reformulation. In CIKM '08, pages 479--488, New York, NY, USA, 2008. ACM.
[16]
R. Wetzker, C. Zimmermann, and C. Bauckhage. Analyzing social bookmarking systems: A del.icio.us cookbook. In Mining Social Data (MSoDa) Workshop Proceedings, pages 26--30. ECAI 2008, July 2008.
[17]
L. Zhang and Y. Zhang. Interactive retrieval based on faceted feedback. In Proceeding of the 33rd international ACM SIGIR conference on Research and development in information retrieval, SIGIR '10, pages 363--370, New York, NY, USA, 2010. ACM.

Cited By

View all
  • (2024)How does Google get its information?: Children's judgements about Google searchBritish Journal of Developmental Psychology10.1111/bjdp.1248742:3(334-347)Online publication date: 18-Apr-2024
  • (2024)Does conversation lead to better searches? Investigating single-shot and multi-turn spoken searches with childrenInternational Journal of Child-Computer Interaction10.1016/j.ijcci.2024.10066841(100668)Online publication date: Sep-2024
  • (2023)Where a Little Change Makes a Big Difference: A Preliminary Exploration of Children’s QueriesAdvances in Information Retrieval10.1007/978-3-031-28238-6_43(522-533)Online publication date: 2-Apr-2023
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Conferences
CIKM '12: Proceedings of the 21st ACM international conference on Information and knowledge management
October 2012
2840 pages
ISBN:9781450311564
DOI:10.1145/2396761
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Sponsors

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 29 October 2012

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. children
  2. query formulation
  3. social media

Qualifiers

  • Short-paper

Conference

CIKM'12
Sponsor:

Acceptance Rates

Overall Acceptance Rate 1,861 of 8,427 submissions, 22%

Upcoming Conference

CIKM '25

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)7
  • Downloads (Last 6 weeks)0
Reflects downloads up to 23 Feb 2025

Other Metrics

Citations

Cited By

View all
  • (2024)How does Google get its information?: Children's judgements about Google searchBritish Journal of Developmental Psychology10.1111/bjdp.1248742:3(334-347)Online publication date: 18-Apr-2024
  • (2024)Does conversation lead to better searches? Investigating single-shot and multi-turn spoken searches with childrenInternational Journal of Child-Computer Interaction10.1016/j.ijcci.2024.10066841(100668)Online publication date: Sep-2024
  • (2023)Where a Little Change Makes a Big Difference: A Preliminary Exploration of Children’s QueriesAdvances in Information Retrieval10.1007/978-3-031-28238-6_43(522-533)Online publication date: 2-Apr-2023
  • (2021)Semantic expansion to improve diversity in query formulation2021 IEEE Latin American Conference on Computational Intelligence (LA-CCI)10.1109/LA-CCI48322.2021.9769853(1-6)Online publication date: 2-Nov-2021
  • (2021)Children’s query formulation and search result explorationInternational Journal on Digital Libraries10.1007/s00799-021-00316-922:4(385-410)Online publication date: 30-Nov-2021
  • (2019)Query Formulation Assistance for KidsProceedings of the 18th ACM International Conference on Interaction Design and Children10.1145/3311927.3323131(109-120)Online publication date: 12-Jun-2019
  • (2019)Finding Local Experts for Dynamic Recommendations Using Lazy Random Walk2019 7th International Conference on Cyber and IT Service Management (CITSM)10.1109/CITSM47753.2019.8965354(1-6)Online publication date: Nov-2019
  • (2018)Investigating query formulation assistance for childrenProceedings of the 17th ACM Conference on Interaction Design and Children10.1145/3202185.3210779(581-586)Online publication date: 19-Jun-2018
  • (2018)Looking for the Movie Seven or Sven from the Movie Frozen?Proceedings of the 2018 Conference on Human Information Interaction & Retrieval10.1145/3176349.3176379(92-101)Online publication date: 1-Mar-2018
  • (2017)Using online data sources to make query suggestions for childrenWeb Intelligence10.3233/WEB-17036715:4(303-323)Online publication date: 20-Nov-2017
  • Show More Cited By

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media