Title :
On the evaluation of the linguistic summarization of temporally focused time series using a measure of informativeness
Author :
Wilbik, Anna ; Kacprzyk, Janusz
Author_Institution :
Syst. Res. Inst., Polish Acad. of Sci., Warsaw, Poland
Abstract :
We extend our previous works of deriving linguistic summaries of time series using a fuzzy logic approach to linguistic summarization. We proceed towards a multicriteria analysis of summaries by assuming as a quality criterion Yager´s measure of informativeness of classic and temporal protoforms that combines in a natural way the measures of truth, focus and specificity, to obtain a more advanced evaluation of summaries. The use of the informativeness measure for the purpose of a multicriteria evaluation of linguistic summaries of time series seems to be an effective and efficient approach, yet simple enough for practical applications. Results on the summarization of quotations of an investment (mutual) fund are very encouraging.
Keywords :
computational linguistics; fuzzy logic; time series; fuzzy logic; informativeness measure; linguistic summarization; multicriteria analysis; multicriteria evaluation; quality criterion Yager measure; temporally focused time series; Calculus; Humans; Investments; Mutual funds; Pragmatics; Psychology; Time series analysis;
Conference_Titel :
Computer Science and Information Technology (IMCSIT), Proceedings of the 2010 International Multiconference on
Conference_Location :
Wisla
Print_ISBN :
978-1-4244-6432-6
DOI :
10.1109/IMCSIT.2010.5679649