Bayesian Optimization with Inequality Constraints. Gardner, J. R, Kusner, M. J., Xu, Z., Weinberger, K. W., & Cunningham, J. P. In Proceedings of the 31st International Conference on Machine Learning, volume 32, 2014. JMLR, W&CP.
bibtex   
@InProceedings{Gardner2014,
  author    = {Jacob R Gardner and Matt J. Kusner and Zhixiang Xu and Kilian W. Weinberger and John P. Cunningham},
  title     = {Bayesian Optimization with Inequality Constraints},
  booktitle = {Proceedings of the 31st International Conference on Machine Learning},
  volume    = {32},
  publisher = {JMLR, W\&CP},
  year      = {2014},
}

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