Time-Varying Bayesian Optimization Without a Metronome
This paper derives the first upper regret bound that explicitly accounts for changes in the observations sampling frequency and formulates practical recommendations about dataset sizes and stale data policies of TVBO algorithms.
Anthony Bardou, Patrick Thiran
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