Advanced

Advanced Hub

Use this section when you already have a working workflow and want deeper control: model decomposition, tuning decisions, and extension/customization surface.

The philosophy here is non-redundant depth: pages define concepts once, then other pages link back to those definitions rather than repeating them.

• Model umbrella
• Theory background
• Customization and tuning
• GPD-in-DPM architecture

Related links

• Kernels hub
• Start backends and workflow
• pkgdown reference

Prereqs

• Required packages and data for this page are listed in the setup chunks above.

Outputs

• This page renders model fits, diagnostics, and summary artifacts generated by package APIs.

Interpretation

• Canonical concept page: Model Umbrella
• Treat this page as an application/example view and use the canonical page for core definitions.

Next

• Continue to the linked canonical concept page, then return for implementation-specific details.