169 citations · 341 across the 21 of their papers we have counts for
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stat.ME2021★ 2 cited
The Taxicab Sampler: MCMC for Discrete Spaces with Application to Tree Models
Vincent Geels, Matthew Pratola, Radu Herbei
Motivated by the problem of exploring discrete but very complex state spaces in Bayesian models, we propose a novel Markov Chain Monte Carlo search algorithm: the taxicab sampler.…
cs.LG2021★ 1 cited
Using BART to Perform Pareto Optimization and Quantify its Uncertainties
Akira Horiguchi, Thomas J. Santner, Ying Sun +1
Techniques to reduce the energy burden of an industrial ecosystem often require solving a multiobjective optimization problem. However, collecting experimental data can often be ei…