Linguistic summarization of time series using fuzzy logic with linguistic quantifiers: A truth and specificity based approach

被引:0
|
作者
Kacprzyk, Janusz [1 ]
Wilbik, Anna [1 ]
机构
[1] Polish Acad Sci, Syst Res Inst, PL-01447 Warsaw, Poland
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We reformulate and extend our previous works (cf. Kacprzyk, Wilbik and Zadrozny [7,8,9,10,11,12,13,14,15,16,17]), mainly towards a more complex and realistic evaluation of results on the linguistic summarization of time series which is meant as the derivation of an linguistic quantifier driven aggregation of partial trends with respect to the dynamics of change, duration and variability. We use Zadeh's calculus of linguistically quantified propositions but, in addition to the basic criterion of a degree of truth (validity), we also use a degree of specificity to make it possible to account for a frequent case that though the degree of truth of a very general (not specific) summary is high, its usefulness may be low due to its low specificity. We show an application to the absolute performance type analysis of daily quotations of an investment fund.
引用
收藏
页码:241 / 252
页数:12
相关论文
共 50 条
  • [1] On Linguistic Summarization of Numerical Time Series Using Fuzzy Logic with Linguistic Quantifiers
    Kacprzyk, Janusz
    Wilbik, Anna
    Zadrozny, Slawomir
    INTELLIGENT TECHNIQUES AND TOOLS FOR NOVEL SYSTEM ARCHITECTURES, 2008, 109 : 169 - 184
  • [2] A Fuzzy Approach to the Linguistic Summarization of Time Series
    Castillo-Ortega, Rita M.
    Marin, Nicolas
    Sanchez, Daniel
    JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2011, 17 (2-3) : 157 - 182
  • [3] Linguistic summarization of time series using linguistic quantifiers: augmenting the analysis by a degree of fuzziness
    Kacprzyk, Janusz
    Wilbik, Anna
    2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5, 2008, : 1148 - +
  • [4] An Approach to the Linguistic Summarization of Time Series Using a Fuzzy Quantifier Driven Aggregation
    Kacprzyk, Janusz
    Wilbik, Anna
    Zadrozny, Slawomir
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2010, 25 (05) : 411 - 439
  • [5] Antonyms and linguistic quantifiers in fuzzy logic
    Novák, V
    FUZZY SETS AND SYSTEMS, 2001, 124 (03) : 335 - 351
  • [6] Linguistic summarization of time series using a fuzzy quantifier driven aggregation
    Kacprzyk, J.
    Wilbik, A.
    Zadrozny, S.
    FUZZY SETS AND SYSTEMS, 2008, 159 (12) : 1485 - 1499
  • [7] The extraction of linguistic knowledge using fuzzy logic and generalized quantifiers
    Dvorák, A
    Novák, V
    COMPUTATIONAL INTELLIGENT SYSTEMS FOR APPLIED RESEARCH, 2002, : 113 - 120
  • [8] Temporal Linguistic Summaries of Time Series Using Fuzzy Logic
    Kacprzyk, Janusz
    Wilbik, Anna
    INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS: THEORY AND METHODS, PT 1, 2010, 80 : 436 - 445
  • [9] A possibilistic approach for interval type-2 fuzzy linguistic summarization of time series
    İlyas Özdoğan
    Fatih Emre Boran
    Diyar Akay
    Artificial Intelligence Review, 2021, 54 : 3991 - 4018
  • [10] A possibilistic approach for interval type-2 fuzzy linguistic summarization of time series
    Ozdogan, Ilyas
    Boran, Fatih Emre
    Akay, Diyar
    ARTIFICIAL INTELLIGENCE REVIEW, 2021, 54 (05) : 3991 - 4018