Data · dataset · 2026
Related Data for: The general linear hypothesis testing problem for multivariate functional data with applications
Listed in NIE Data Repository
As technology continues to advance at a rapid pace, the prevalence of multivariate functional data (MFD) has expanded across diverse disciplines, spanning biology, climatology, finance, and numerous other fields of study.
Description
Although MFD are encountered in various fields, the development of methods for hypotheses on mean functions, especially the general linear hypothesis testing (GLHT) problem for such data has been limited.
In this study, we propose and study a new global test for the GLHT problem for MFD, which includes the one-way multivariate analysis of variance for functional data (FMANOVA), post hoc, and contrast analysis as special cases. The asymptotic null distribution of the test statistic is shown to be a chi-squared-type mixture dependent of eigenvalues of the heteroscedastic covariance functions. The distribution of the chi-squared-type mixture can be well approximated by a three-cumulant matched chi-squared-approximation with its approximation parameters estimated from the data.
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By incorporating an adjustment coefficient, the proposed test performs effectively irrespective of the correlation structure in the functional data, even when dealing with a relatively small sample size. Additionally, the asymptotic power of the proposed test under a local alternative is established. Simulation studies and a real data example demonstrate finite-sample performance and broad applicability of the proposed test.
Links
Where it is published
- Dataverse dataset page researchdata.nie.edu.sg/dataset.xhtml?persistentId=doi%3A10.25340%2FR4%2FC6VVCW ↗
landing page · from researchdata nie edu sg
- DOI doi.org/10.25340/r4/c6vvcw ↗
DOI / persistent id · from researchdata nie edu sg
Catalogue records · 1
- Dataverse API researchdata.nie.edu.sg/api/datasets/:persistentId/?persistentId=doi%3A10.25340%2FR4%2… ↗
metadata API · from researchdata nie edu sg
Topics
- Stated by source
- Other
- Inferred from text
- Simulation 75%
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NIE Data Repository | doi:10.25340/R4/C6VVCW | 15 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].dataverse_subject:other | source · researchdata nie edu sg | connector:researchdata_nie_edu_sg@1.0.0 | /subjects |
| concepts[method].local:method:simulation | enrichment · researchdata nie edu sg | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · researchdata nie edu sg | connector:researchdata_nie_edu_sg@1.0.0 | |
| description | source · researchdata nie edu sg | connector:researchdata_nie_edu_sg@1.0.0 | /description |
| publication_date | source · researchdata nie edu sg | connector:researchdata_nie_edu_sg@1.0.0 | |
| title | source · researchdata nie edu sg | connector:researchdata_nie_edu_sg@1.0.0 | /name |
| updated_date | source · researchdata nie edu sg | connector:researchdata_nie_edu_sg@1.0.0 | |
| version_label | source · researchdata nie edu sg | connector:researchdata_nie_edu_sg@1.0.0 |