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TimeAsFeature transform

Open sdaulton opened this issue 1 month ago • 2 comments

Summary: This implements a transform for adding start_time and duration as features for modeling. Currently, this adds them as RangeParameters (to unblock time-sensitive applications), but in the future it would be good to revise this with a better treatment of non-tunable contextual information.

duration appears to lead to better model fits on the synthetic example (notebook) than using end_time. This also works better than using the midpoint between start time and end time.

Reviewed By: bernardbeckerman, Balandat

Differential Revision: D57082939

sdaulton avatar May 08 '24 19:05 sdaulton