dssg / dssg/triage

Add more cross-validation options

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#370 0 comments 0 reactions 0 assignees View on GitHub
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Forks
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Description

We do temporal. Add capability for
- standard CV (i.e. randomly selected)
- spatial ( #369 )
- spatio-temporal
- unit (e.g. train on all officers but SWAT team, test on SWAT team)

A lot of the pipeline is pretty hardcoded for temporal validation, some work will have to be done to figure out what changes to the results schema we need to properly store this data.

Contributor guide

Open the contributing guide

Research direction

Start by tracing the existing temporal-validation pipeline and results schema. Determine how standard, spatial, spatio-temporal, and unit validation should be represented, then verify that each mode's results can be stored without relying on temporal-only assumptions.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
data, machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
30/100

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