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A Nonparametric Graphical Tests of Significance in Functional GLM

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F60076658%3A12510%2F19%3A43899529" target="_blank" >RIV/60076658:12510/19:43899529 - isvavai.cz</a>

  • Result on the web

    <a href="https://link.springer.com/article/10.1007/s11009-019-09756-y" target="_blank" >https://link.springer.com/article/10.1007/s11009-019-09756-y</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/s11009-019-09756-y" target="_blank" >10.1007/s11009-019-09756-y</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    A Nonparametric Graphical Tests of Significance in Functional GLM

  • Original language description

    A new nonparametric graphical test of significance of a covariate in functional GLM is proposed. Our approach is especially interesting due to its functional graphical interpretation of the results. As such, it is able to find not only if the factor of interest is significant but also which functional domain is responsible for the potential rejection. In the case of functional multi-way main effect ANOVA or functional main effect ANCOVA models it is able to find which groups differ (and where they differ), in the case of functional factorial ANOVA or functional factorial ANCOVA models it is able to find which combination of levels (which interactions) differ (and where they differ). The described tests are extensions of global envelope tests in the GLM models. It applies Freedman-Lane algorithm for the permutation of functions, and as such, it approximately achieves the desired significance level.

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database

  • CEP classification

  • OECD FORD branch

    10103 - Statistics and probability

Result continuities

  • Project

    <a href="/en/project/GA19-04412S" target="_blank" >GA19-04412S: New approaches to modeling and statistics of random sets</a><br>

  • Continuities

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

Others

  • Publication year

    2019

  • Confidentiality

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

Data specific for result type

  • Name of the periodical

    Methodology and Computing in Applied Probability

  • ISSN

    1387-5841

  • e-ISSN

  • Volume of the periodical

    2019

  • Issue of the periodical within the volume

    neuvedeno

  • Country of publishing house

    NL - THE KINGDOM OF THE NETHERLANDS

  • Number of pages

    20

  • Pages from-to

    1-20

  • UT code for WoS article

    000541922000001

  • EID of the result in the Scopus database

    2-s2.0-85076899144