In Item-to-Item CF, the similarity is computed using the ratings assigned to items bought by users.

What if I have a data for an offline retail or restaurant where the items have no ratings since they are not sold online?

What other criteria that I can use or the way I should follow to extract a measurement that will work like the rating thing?

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