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murrayds / sci-mobility-emb

Embedding of scientific mobility across institutions, cities, regions, and countries
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Implement shuffling each Epoch #83

Closed murrayds closed 4 years ago

murrayds commented 4 years ago

We want to implement in the data a shuffling procedure, such that affiliations for publications within a single year are randomly shuffled so as not to learn simple alphabetical relationships.

Ideally, we should shuffle affiliation -within- publications, and then publications -within- years

murrayds commented 4 years ago

Satisfied in the current version of the code. Organizations are now shuffled in-between epochs. Note that this drastically slows down training time.