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I've been thinking about some sort of regression syntax in Stan. It's kind of a follow up to [Speeding up hierarchical models](https://discourse.mc-stan.org/t/speeding-up-hierarchical-models/14783). When I say regression syntax I'm talking about...

This is a proposal for a Laplace approximation algorithm to Stan. Rendered output is [here](https://github.com/bbbales2/design-docs/blob/feature/hessians_optimize_cmdstan/designs/0016-laplace_approximation_algorithm.md) Edit: I just totally changed the text here. A lot is changed since this the...

I'm following up on this conversation on Discourse: https://discourse.mc-stan.org/t/process-for-design-docs/ I edited the README.md to reflect a few things: - proposals are welcome from everyone - comments are welcome from everyone...

Sparse matrix support in the stan language and backends. [Rendered Version](https://github.com/SteveBronder/design-docs/blob/spec/sparse-matrices/designs/0004-sparse-matrices.md) ## Summary There [has](https://discourse.mc-stan.org/t/sparse-matrix-roadmap/5493/24) [been](https://discourse.mc-stan.org/t/sparse-model-matrix-functionality-without-the-sparse-matrix/5759) [much](https://discourse.mc-stan.org/t/spline-fitting-demo-inc-comparison-of-sparse-vs-non-sparse/3287) [discussion](https://discourse.mc-stan.org/t/should-sparse-matrices-in-stan-be-row-major-or-column-major/1563) [about](https://discourse.mc-stan.org/t/a-proposal-for-sparse-matrices-and-gps-in-stan/2183) [sparse](https://discourse.mc-stan.org/t/a-proposal-for-sparse-matrices-and-gps-in-stan/2183) [matrices](https://discourse.mc-stan.org/t/sparse-matrices-in-eigen-with-autodiff/3324/6) [in](https://discourse.mc-stan.org/t/sparse-matrix-functional-spec/109) [Stan](https://discourse.mc-stan.org/t/sparse-matrices-in-stan/3129). This design doc brings together the discusions...

This is a first draft for Stan's code of Conduct, it's NumFOCUS's CoC with a find and replace for NumFOCUS for Stan. There's a few outstanding points I've marked as...

Generally unreviewed, may be typos.

If we had annotations described in [design doc 33](https://github.com/stan-dev/design-docs/blob/master/designs/0033-declaration-annotations.md) I believe it is a nice solution to allowing users to pick a parameterization of a constraint (if we had it)....

This is ready to review. I tried to flesh out how we'd actually code this and document it in the *Reference Manual*.