Track: Modeling (one-arm)

When to use this track

Choose this path if you want density estimation and prediction for a single outcome (y), optionally with covariates (X), and optionally with a spliced GPD tail.

Path (recommended)

Bulk-only (unconditional → conditional)

1. ex01 — Unconditional DPM (CRP)

2. ex02 — Unconditional DPM (SB)

3. ex05 — Conditional DPM (CRP)

4. ex06 — Conditional DPM (SB) ### Bulk + tail (GPD augmentation)

5. ex03 — Unconditional DPM+GPD (CRP)

6. ex04 — Unconditional DPM+GPD (SB)

7. ex07 — Conditional DPM+GPD (CRP)

8. ex08 — Conditional DPM+GPD (SB) ## Concepts to read alongside (non-redundant)

• Model umbrella
• Theory: GPD tails + DPM bulk + splicing

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.