dylanward01/frequencybandanalysis repository overview

⁠This application serves to provide a way to find and analyze frequency bands in Univariate, Multivariate, and Functional data, in a graphic-based, user-friendly manner, via a Shiny Application written in R.

• Images were constructed on both Windows and Mac machines, so pulling this image will pull the correct one for your machine.

⁠Image Contents

• The contents of this image can be seen within the app folder of the files for this Docker container- once it is running.
  • The app.R file simply is the script that runs the Shiny Application
  • The "Sample Data" folder contains simulated data for each of the 3 types of data that this application works on, and is simply there to give the user some sample data to explore the application, and the outputs that it gives.

⁠Within the Application

To see a detailed explanation of how to utilize the application once it's opened, and how to interpret its results, one can click this⁠ to download the corresponding vignette.

⁠Version Histories

• 0.9.3 (Latest): Functionally the same as Version 0.9.2, but instead calls and installs one package, rather than 13- making for a smaller image and container.
• 0.9.2: First completed version of this image.

⁠Citations

Throughout this application, 3 different papers are mentioned and referred to. Their doi's, and the algorithm produced in each of those papers is mentioned below:

• (Univariate): doi.org/10.1080/01621459.2019.1671199⁠
• (Multivariate): doi.org/10.48550/arXiv.2301.03664⁠
• (Functional): doi.org/10.48550/arXiv.2102.01784⁠