Nonparametric Bayesian Bioassay Including Ordered Polytomous Response
针对非参数贝叶斯生物测定中的计算难题,提出基于抽样的方法求解边际后验分布,并扩展至有序多分类反应情形,附有实例。
Previous attempts at implementing fully Bayesian nonparametric bioassay have enjoyed limited success due to computational difficulties. We show here how this problem may be generally handled using a sampling based approach to develop desired marginal posterior distributions and their features. A useful extension is presented which treats the case of ordered polytomous response. Illustrative examples are provided.