Run NLDR Visualization Tool

Launches the interactive NLDR (Non-Linear Dimensionality Reduction) Visualization Tool as a shiny application for exploring high-dimensional datasets using t-SNE and UMAP.

Usage

run_nldr_viz(...)

Arguments

...

Additional arguments passed to shinyApp

Value

A shiny application object that launches the NLDR visualization interface.

Details

The application includes five main tabs:

• Dataset Preview: Upload data and preview dataset characteristics

• Non-linear dimension reduction (NLDR): Apply t-SNE or UMAP methods

• Dynamic Tour: Explore high-dimensional structure through animated projections

• Diagnosing: Assess embedding quality using quollr package

• 2-D Layout Comparison: Compare different NLDR configurations

See also

nldr_viz_ui, nldr_viz_server