SAINTETIQ

SAINTETIQ: A fuzzy set-based approach to database summarization. A new approach to database summarization is introduced through our model named SAINTETIQ. Based on a hierarchical conceptual clustering algorithm, SAINTETIQ incrementally builds a summary hierarchy from database records. Furthermore, the fuzzy set-based representation of data allows to handle vague, uncertain or imprecise information, as well as to improve accuracy and robustness of the construction process of summaries. Finally, background knowledge provides a user-defined vocabulary to synthesize and to make highly intelligible the summary descriptions


References in zbMATH (referenced in 15 articles , 1 standard article )

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  1. Bronselaer, A.; Nielandt, J.; De Tré, G.: An incremental approach for data quality measurement with insufficient information (2018)
  2. Liétard, Ludovic: A functional interpretation of linguistic summaries of data (2012) ioport
  3. Wilbik, Anna; Keller, James M.: A distance metric for a space of linguistic summaries (2012)
  4. Alfred, Rayner: Feature transformation: a genetic-based feature construction method for data summarization (2010)
  5. Kacprzyk, J.; Zadrożny, S.: Towards human consistent data driven decision support systems using verbalization of data mining results via linguistic data summaries (2010) ioport
  6. Pei, Zheng; Xu, Yang; Ruan, Da; Qin, Keyun: Extracting complex linguistic data summaries from personnel database via simple linguistic aggregations (2009)
  7. Petry, Frederick E.; Zhao, Lei: Data mining by attribute generalization with fuzzy hierarchies in fuzzy databases (2009) ioport
  8. Ughetto, L.; Voglozin, W. A.; Mouaddib, N.: Database querying with personalized vocabulary using data summaries (2008) ioport
  9. Paik, Hye-young; Mouaddib, Noureddine; Benatallah, Boualem; Toumani, Farouk; Hassan, Mahbub: Building and querying e-catalog networks using P2P and data summarisation techniques (2006) ioport
  10. Paik, Hye-Young; Mouaddib, Noureddine; Benatallah, Boualem; Toumani, Farouk; Hassan, Mahbub: Building and querying e-catalog networks using P2P and data summarisation techniques (2006) ioport
  11. Voglozin, W. A.; Raschia, G.; Ughetto, L.; Mouaddib, N.: Querying a summary of database (2006) ioport
  12. Voglozin, W. A.; Raschia, G.; Ughetto, L.; Mouaddib, N.: Querying a summary of database (2006) ioport
  13. Bosc, Patrick; Kraft, Donald; Petry, Fred: Fuzzy sets in database and information systems: status and opportunities (2005) ioport
  14. Kacprzyk, Janusz; Zadrożny, Sławomir: Linguistic database summaries and their protoforms: towards natural language based knowledge discovery tools (2005) ioport
  15. Raschia, G.; Mouaddib, N.: SAINTETIQ: A fuzzy set-based approach to database summarization (2002)