AI Article Synopsis

  • The study evaluates 260 randomization design scenarios across 14 different designs and 15 sample sizes, focusing on treatment imbalance and allocation randomness.
  • Using measures like maximum absolute imbalance and correct guess probability, they categorize the performance of each design between Efron's biased coin design (worst case) and Soares and Wu's big stick design (best case).
  • The findings suggest that optimizing randomization designs is possible, with certain designs (like BSD and Chen's designs) outperforming commonly used options like permuted block design and Wei's urn design in terms of balance and randomness.

Article Abstract

To evaluate the performance of randomization designs under various parameter settings and trial sample sizes, and identify optimal designs with respect to both treatment imbalance and allocation randomness, we evaluate 260 design scenarios from 14 randomization designs under 15 sample sizes range from 10 to 300, using three measures for imbalance and three measures for randomness. The maximum absolute imbalance and the correct guess (CG) probability are selected to assess the trade-off performance of each randomization design. As measured by the maximum absolute imbalance and the CG probability, we found that performances of the 14 randomization designs are located in a closed region with the upper boundary (worst case) given by Efron's biased coin design (BCD) and the lower boundary (best case) from the Soares and Wu's big stick design (BSD). Designs close to the lower boundary provide a smaller imbalance and a higher randomness than designs close to the upper boundary. Our research suggested that optimization of randomization design is possible based on quantified evaluation of imbalance and randomness. Based on the maximum imbalance and CG probability, the BSD, Chen's biased coin design with imbalance tolerance method, and Chen's Ehrenfest urn design perform better than popularly used permuted block design, EBCD, and Wei's urn design.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3399213PMC
http://dx.doi.org/10.1002/pst.493DOI Listing

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