Skip to main content

Interactive Analytics in Social Media

  • Reference work entry
  • First Online:
  • 13 Accesses

Synonyms

Interactive data exploration in social media

Definition

Interactive Analytics in Social Media is a multistep process through which an analyst refines his/her understanding of users and their actions in social media. Interactive analytics in social media is helpful in data science where analysts do not necessarily know what to look for. It is a recent research field of large practical importance, with many open challenges. Interactive analytics in social media could be formulated in different ways including exploration under constraints such as minimizing the analyst’s time, maximizing the diversity of returned results, optimizing coverage of the input, or minimizing the number of exploration steps.

The main benefit of interactive analytics in social media is that it virtually sits on top of most social media analytics techniques as an exploratory layer that enables the gradual understanding of underlying datasets. It is thus essential that interactive analytics allows analysts...

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   4,499.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD   6,499.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

Recommended Reading

  1. Bhuiyan M, Mukhopadhyay S, Hasan MA. In: Proceedings of the 21st ACM International Conference on Information and Knowledge Management; 2012.

    Google Scholar 

  2. Boley M, Mampaey M, Kang B, Tokmakov P, Wrobel S. One click mining: interactive local pattern discovery through implicit preference and performance learning. In: Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics; 2013.

    Google Scholar 

  3. Dong X, Xuehua S, Qiaozhu M, Jiawei H. Discovering interesting patterns through user’s interactive feedback. Knowledge discovery and data mining. New York: ACM; 2006.

    Google Scholar 

  4. Dzyuba V, van Leeuwen M, Nijssen S, De Raedt L. Active preference learning for ranking patterns. In: Proceedings of the 25th IEEE International Conference on Tools with Artificial Intelligence; 2013.

    Google Scholar 

  5. Fekete JD. Solving problems with visual analytics book, chapter 6. In: Infrastructure. Keim D, Kohlhammer J, Ellis G, Mansmann F, editors. http://www.vismaster.eu/book/.

  6. Geng L, Hamilton HJ. Interestingness measures for data mining: a survey. ACM Comput Surv. 2006;38(3):1–32.

    Article  Google Scholar 

  7. Goethals B, Moens S, Vreeken J. MIME: a framework for interactive visual pattern mining. In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; 2011.

    Google Scholar 

  8. Instant Interactive Data Mining Workshop, ECML-PKDD workshops; 2012. http://adrem.ua.ac.be/iid2012/.

  9. Interactive Data Exploration and Analytics Workshop (IDEA), KDD Workshops; 2013. http://poloclub.gatech.edu/idea2013/.

  10. van Leeuwen M. Interactive data exploration using pattern mining. In: Interactive Knowledge Discovery and Data Mining in Biomedical Informatics; 2014.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Sihem Amer-Yahia .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer Science+Business Media, LLC, part of Springer Nature

About this entry

Check for updates. Verify currency and authenticity via CrossMark

Cite this entry

Amer-Yahia, S., Termier, A., Tehrani, B.O. (2018). Interactive Analytics in Social Media. In: Liu, L., Özsu, M.T. (eds) Encyclopedia of Database Systems. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-8265-9_80710

Download citation

Publish with us

Policies and ethics