方法证据记录
Adaptive Multi-Arm Experiment
An adaptive multi-arm experiment simultaneously evaluates several treatment conditions against a common control and modifies the trial in real time based on accumulating data — dropping ineffective arms early, reallocating participants toward promising ones, or adjusting sample sizes — all while controlling error rates. The approach maximizes information gained per participant and reduces the time and cost required to identify effective treatments relative to running sequential separate trials.
源记录
引文逐字复制自方法源记录。这些引文不代表任何层级的验证。
Adaptive Multi-Arm Experimental Design
分类方法记录 · process-pipeline / experimental-design
- Royston, P., Parmar, M. K. B., & Qian, W. (2003). Novel designs for multi-arm clinical trials with survival outcomes with an application in ovarian cancer. Statistics in Medicine, 22(14), 2239–2256. · DOI 10.1002/sim.1430
- Wason, J., Magirr, D., Law, M., & Jaki, T. (2016). Some recommendations for multi-arm multi-stage trials. Statistical Methods in Medical Research, 25(2), 716–727. · DOI 10.1177/0962280212465498
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