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Entity Resolution Interface #207

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shreyashankar opened this issue Nov 21, 2024 · 0 comments
Open

Entity Resolution Interface #207

shreyashankar opened this issue Nov 21, 2024 · 0 comments
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enhancement New feature or request good first research issue Good for newcomers who want to get involved in research

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@shreyashankar
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Users need an interface to inspect and validate results of the resolve operator. This interface should be designed around:

  • Assessing precision of the clusters; should all elements in a cluster actually be in that cluster?
  • Assessing recall of the clusters; do we need to merge clusters together because a single cluster does not actually contain all documents for that cluster?

The interface's design goals are as follows:
DG1: See a "10000-foot" view of the clusters; how many clusters there are, and the distribution of # documents per cluster.
DG2: Assess cluster precision and recall, across all clusters.
DG3: For a single cluster, assess precision and recall. This may involve, highlighting nearby clusters and exemplar documents (to aid in recall), as well as creating clusters-on-the-fly via k-means for documents within a cluster, to see if the cluster itself contains outliers.

@shreyashankar shreyashankar added enhancement New feature or request good first research issue Good for newcomers who want to get involved in research labels Nov 21, 2024
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Labels
enhancement New feature or request good first research issue Good for newcomers who want to get involved in research
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