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Automated evaluation of predicted mappings #7

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cthoyt opened this issue Nov 7, 2023 · 0 comments
Open

Automated evaluation of predicted mappings #7

cthoyt opened this issue Nov 7, 2023 · 0 comments

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@cthoyt
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cthoyt commented Nov 7, 2023 •
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Given a set of mappings, they can be stratified on three axes:

  1. mapping justification (semapv:ManualMappingCuration and maybe semapv:UnspecifiedMatching vs. others like semapv:LexicalMatching, semapv:BackgroundKnowledgeBasedMatching, semapv:MappingInversion, and semapv:MappingChaining)
  2. mapping set
  3. source-target prefix pair

Some ideas on making a comparison in order of increasing complexity

  1. Compare mapping overlap to get a simple precision, recall, and $F_1$
  2. Penalize incorrect 1-many, many-1, and many-to-many mappings
  3. Incorporate ontology hierarchy
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