Digital Library of Zielona Góra contains 9 387 digital objects
Object
Title: An alternative powerful approach to multiple hypotheses testing: Application in a correlation study
Contributor:
Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
Group publication title:
Abstract:
The multiple hypothesis testing problem occurs when a number of individual hypothesis tests are considered simultaneously. The larger the number of inferences (tests) made, the more likely erroneous inferences become. Several classical statistical techniques have been developed to address this problem. Unfortunately, very often, in studies that aim to examine the significance of multiple effects (for example, correlations), the effect of multiple testing is ignored. This leads to an inflated number of significant findings (e.g., correlation coefficients). ; On the other hand, in the case of a large number of tests about relatively small effects, and thus a large family of inferences, the power of individual tests decreases rapidly when classical procedures for controlling multiplicity are applied, often resulting in too few significant findings. In this paper, we propose an alternative and powerful approach to face the problem of testing multiple hypotheses and develop a new MCPerm method for testing the significance of multiple correlations. The proposed solution is definitely more effective than Holm`s, which proved to be more conservative in the presence of several dependencies and tended to indicate fewer of those.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 35, number 4 (2025) ; click here to follow the link
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2025)
Last modified:
Mar 30, 2026
In our library since:
Mar 30, 2026
Number of object content hits:
2
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/publication/105979
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 35, number 1 (2025)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 35, number 2 (2025)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 35, number 3 (2025)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 35, number 4 (2025)
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| Edition name | Date |
|---|---|
| An alternative powerful approach to multiple hypotheses testing: Application in a correlation study | Mar 30, 2026 |
Objects Similar
Chmielnicki, Wiesław Stąpor, Katarzyna Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
