Title :
Linguistic summarization of data sets using association rules
Author :
Kacprzyk, Janusz ; Zadrozny, Slawomir
Author_Institution :
Syst. Res. Inst., Polish Acad. of Sci., Warsaw, Poland
Abstract :
We discuss linguistic summaries of databases introduced by Yager. Starting with our previous work we propose some extensions to the form of a linguistic summary. The new form still fits the scheme of an association rule. However, in comparison to the previous approaches, the use of a range of linguistic values as items and their linguistically quantified aggregation is allowed. An algorithm for mining such association rules within this framework, via the authors´ FQUERY for Access package, is presented. Moreover, we show that Zadeh´s idea of protoforms, and their hierarchies, can be employed to represent various types of linguistic summaries.
Keywords :
computational linguistics; data mining; data warehouses; fuzzy logic; fuzzy set theory; query processing; association rules; data mining; data sets; data warehouses; fuzzy linguistic quantifier; fuzzy querying; linguistic database; linguistic summarization; linguistically quantified aggregation; protoform; real valued attributes; Association rules; Data mining; Data warehouses; Deductive databases; Fuzzy sets; Humans; Packaging; Remuneration; Taxonomy; Vocabulary;
Conference_Titel :
Fuzzy Systems, 2003. FUZZ '03. The 12th IEEE International Conference on
Print_ISBN :
0-7803-7810-5
DOI :
10.1109/FUZZ.2003.1209449