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docs: fix broken academic reference in anova.py#9749

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Deshan-5 wants to merge 5 commits intostatsmodels:mainfrom
Deshan-5:my-first-contribution
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docs: fix broken academic reference in anova.py#9749
Deshan-5 wants to merge 5 commits intostatsmodels:mainfrom
Deshan-5:my-first-contribution

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@Deshan-5
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@Deshan-5 Deshan-5 commented Jan 28, 2026

I identified a broken reference link in the internal comments of anova.py pointing to a defunct UIUC server.
I have updated it with a stable academic reference from Aalborg University that covers the same Linear Algebra concepts (Orthogonal Projections/ complement in ANOVA).
Verified the change.

I have also reorganized the docstrings in robust.norms as requested in #8807.
Moved formulas to the Extended Description.
Converted math to LaTeX with .. math:: and \begin{cases}.

Verified that all 18 tests in test_norms.py pass.
Thankyou

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Deshan-5 commented Jan 29, 2026

I have finalized the formatting fixes for the docstrings in norms.py and resolved the pointing to a defunct UIUC server in anova.py.

While the statsmodels.statsmodels check is still showing a red cross, the failures (such as test_smoothed_state_autocovariances) are pre-existing issues in the main branch and are unrelated to my documentation changes.
The 'Generate Documentation' check is passing, confirming the formatting is correct.
Ready for final review.

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