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Multivariate Power Analysis for PRISME #21

@fabriciocravo

Description

@fabriciocravo

Title

Multivariate Power Analysis for PRISME

Short description and the goals for the OHBM BrainHack

PRISME is an empirical power analysis toolbox for neuroimaging that estimates statistical power through subsampling of real data, with proven convergence to true power. Currently, PRISME supports univariate, network, and whole-brain inference methods. This project extends PRISME to support any multivariate statistical tests, adding a new analysis path to the core subsampling algorithm.

Link to the Project

https://github.com/neuroprismlab/PRISME-Brain-Power-Calculator

Image/Logo for the OHBM brainhack website

No response

Project lead

Fabricio Cravo, fabriciocravo, fabriciocravo

Main Hub

Bordeaux

Link to the Project pitch

No response

Other hubs covered by the leaders

  • Bordeaux
  • Hybrid (Asia / Pacific)
  • Hybrid (Europe / Middle East / Africa)
  • Hybrid (Americas)

Skills

Matlab or Python coding alone are enough, some background in multivariate statistical methods and mathematical analysis helps, but it is not required.

Recommended tutorials for new contributors

A quick glance at the original publication, to understand the original algorithm:
https://www.biorxiv.org/content/10.64898/2026.01.21.700878v1
And a glance at the toolbox documentation:
https://neuroprismlab.github.io/PRISME-Brain-Power-Calculator/

Good first issues

  • Read the PRISME documentation and run the existing examples to understand the empirical subsampling pipeline
  • Implement a parametric multivariate power calculator in Python or MATLAB with a known analytical power value, to serve as a validation baseline for the new pipeline
  • Write unit tests for the multivariate path once the first test is implemented

Twitter summary

Extending PRISME, an empirical power analysis toolbox for neuroimaging, to support multivariate statistical tests. Join us at #OHBMBrainhack Bordeaux to help build and validate the new pipeline! 🧠📊 #OHBM2026

Short name for the Discord chat channel (~15 chars)

Multivariate Power Rangers

Please read and follow the OHBM Code of Conduct

  • I agree to follow the OHBM Code of Conduct during the hackathon

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