Comments from Loredo regarding terminology and plotting parameter tweaks
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Description
In an email on 2013-11-25, Tom Loredo (Cornell) suggested:
Two suggestions:
- There does not seem to be a universal terminology for these plots,
but the terms I see most often are "pairs plots" and "scatterplot
matrices" (I'd never seen "corner plot" or "triangle plot" before).
I suggest putting these in your README.rst so people
will more easily find your solution via a web search.- One option I have in mine is to plot the posterior samples colored
according to time in the chain, and transparent. I use a color map
from blue to green to red, or something like that. It provides a
graphical 2-D convergence diagnostic: if everything is mixed, the
predominant color is brownish; but if the chain gets stuck anywhere,
spots of a specific color stand out. In particular, if you don't
discard enough "burn in," there is often a blue region sitting away
from the brownish region. Probably too busy for a final plot, but
helpful when you're exploring/tuning. My statistician collaborators
at Duke like this and have started using it.
Thanks Tom!
Contributor guide
First steps
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Research direction
README.rst is the only file named; start there to assess adding “pairs plots” and “scatterplot matrices” terminology. The plotting suggestion needs an entry point and tests to be identified before implementation; done would include the terminology update and, if adopted, an optional transparent color-by-chain-time diagnostic.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- data-visualization
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 25/100