Regret Bounds for Transfer Learning in Bayesian Optimisation. Shilton, A., Gupta, S., Rana, S., & Venkatesh, S. In Artificial Intelligence and Statistics, pages 307–315, Florida, USA, 2017.
bibtex   
@InProceedings{Alistair_etal_17Regret,
  Title                    = {Regret Bounds for Transfer Learning in Bayesian Optimisation},
  Author                   = {Shilton, Alistair and Gupta, Sunil and Rana, Santu and Venkatesh, Svetha},
  Booktitle                = {Artificial Intelligence and Statistics},
  Year                     = {2017},

  Address                  = {Florida, USA},
  Pages                    = {307--315},

  Addendum                 = {\textbf{[h5 = 31]}}
}

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