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Commit d36253af authored by Bas Nijholt's avatar Bas Nijholt
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......@@ -102,3 +102,22 @@
year={1990},
organization={Wiley Online Library}
}
@book{hu2006theory,
title={The theory of response-adaptive randomization in clinical trials},
author={Hu, Feifang and Rosenberger, William F},
volume={525},
year={2006},
publisher={John Wiley \& Sons}
}
@article{emery1998optimal,
title={Optimal experiment design},
author={Emery, Ashley F and Nenarokomov, Aleksey V},
journal={Measurement Science and Technology},
volume={9},
number={6},
pages={864},
year={1998},
publisher={IOP Publishing}
}
......@@ -50,9 +50,9 @@ It easily integrates with the Jupyter notebook environment and provides tools fo
# Review of adaptive sampling
#### Experiment design uses Bayesian sampling because the computational costs are not a limitation.
Optimal experiment design (OED) is a field of statistics that minimizes the number of experimental runs needed to estimate specific parameters, and thereby, it reduces the costs of experimentation.
Optimal experiment design (OED) is a field of statistics that minimizes the number of experimental runs needed to estimate specific parameters, and thereby, it reduces the costs of experimentation.[@emery1998optimal]
It works with many degrees of freedom and can consider constraints, for example, when the sample space contains settings that are practically infeasible.
One form of OED is response-adaptive design, which concerns adaptive sampling designs for statistical experiments.
One form of OED is response-adaptive design[@hu2006theory], which concerns adaptive sampling designs for statistical experiments.
Here the acquired data (i.e., the observations) are used to adjust the experiment as it is in process.
In a typical non-adaptive experiment, decisions on how to sample are made and fixed in advance.
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