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Snorkel has a label mutual exclusion assumption right? My core problem is a multi-label problem, but my snorkel data, from the LabelModel is inherently single-
by eggie5 6y ago
Snorkel has a label mutual exclusion assumption right?
My core problem is a multi-label problem, but my snorkel data, from the LabelModel is inherently single-label (mutually exclusive). What is the prevailing recommendation to do multi-label w/ Snorkel? Is the below what you are currently recommending?
For a given, k-wise multi-label problem:
1. Generate k binary datasets w/ LabelModel
2. Train k separate binary classifiers for each respective dataset
3. At inference/prediction time pass input though the k classifiers and get scores.
Is this what the current recommendation is? Create a set of binary classifiers?