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Wages Forecasting Using Box ? Jenkins Methodology and an SVM Machine

Result description

The purpose of the paper is to demonstrate the overall developing steps of the Box-Jenkins time series modeling and the SVM´s modelling approach. are used for comparison ARMA modeling with SVM (Support Vector Machine). We provide the fit of both models over the period January 1,1991 to December 31, 2006 of the wages time series in the Slovak Republic, and use them as a tool to compare their forecasting abilities with those obtained using Box- Jenkins methodology and SVM method.

Keywords

ARMA ProcessesMean Square ErrorSteps in Box-Jenkins MethodologySVM method

The result's identifiers

Alternative languages

  • Result language

    angličtina

  • Original language name

    Wages Forecasting Using Box ? Jenkins Methodology and an SVM Machine

  • Original language description

    The purpose of the paper is to demonstrate the overall developing steps of the Box-Jenkins time series modeling and the SVM´s modelling approach. are used for comparison ARMA modeling with SVM (Support Vector Machine). We provide the fit of both models over the period January 1,1991 to December 31, 2006 of the wages time series in the Slovak Republic, and use them as a tool to compare their forecasting abilities with those obtained using Box- Jenkins methodology and SVM method.

  • Czech name

    Predikce časových ťad založné na B-J metodologii a na technice SV regrese

  • Czech description

    Cílem článku je demonstrovat základní vývojové etapy Box-Jenkinsové metodologie modelování časových řad a demonstrovat metodu založené na SV regrese. Poskytují se a porovnávají se výsledky z kvantifikaci obou metod na příkladě modelování a prognozování časové řady nominálních mezd Slovenské republiky za období leden 2001 až prosinec 2006.

Classification

  • Type

    Jx - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    AH - Economics

  • OECD FORD branch

Result continuities

Others

  • Publication year

    2008

  • Confidentiality

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

Data specific for result type

  • Name of the periodical

    ECON 07 (selected research papers)

  • ISSN

    0862-7908

  • e-ISSN

  • Volume of the periodical

    14

  • Issue of the periodical within the volume

    2007

  • Country of publishing house

    CZ - CZECH REPUBLIC

  • Number of pages

    5

  • Pages from-to

    106-111

  • UT code for WoS article

  • EID of the result in the Scopus database

Basic information

Result type

Jx - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

Jx

CEP

AH - Economics

Year of implementation

2008