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Time series grouping and trend forecast using F1-transform and fuzzy natural logic

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17610%2F14%3AA1501BQB" target="_blank" >RIV/61988987:17610/14:A1501BQB - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Time series grouping and trend forecast using F1-transform and fuzzy natural logic

  • Original language description

    We present an idea to group time series according to the course of their local trends that can be well captured by the $F^1$-transform. On the basis of an adjoint time series consisting of a sequence of F1-transform components, we form a grouping of timeseries with closely related trends. This enables us to forecast trend of one selected principal time series and on the basis of it, to forecast trends of the other time series from this grouping. This is realized using the methods of fuzzy natural logic, namely automatic generation of linguistic description from the data and then deriving a conclusion using the perception based logical deduction.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/LH12229" target="_blank" >LH12229: Research and development of methods and tools for intelligent analysis of time series for tasks of strategic planning</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2014

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Decision Making and Soft Computing 9

  • ISBN

    978-981-4619-96-7

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    143-148

  • Publisher name

    World Scientific

  • Place of publication

    New Jersey

  • Event location

    Joao Pessoa

  • Event date

    Aug 17, 2014

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article