We consider sequential hypothesis testing based on observations which are received in groups of random size. The observations are assumed to be independent both within and between the groups. We assume that the group sizes are independent and their distributions are known, and that the groups are formed independently of the observations. We are concerned with a problem of testing a simple hypothesis against a simple alternative. For any (group-) sequential test, we take into account the following three characteristics: its type I and type II error probabilities and the average cost of observations. Under mild conditions, we characterize the structure of sequential tests minimizing the average cost of observations among all sequential tests whose type I and type II error probabilities do not exceed some prescribed levels.
翻译:我们考虑根据随机大小组别收到的观测结果进行顺序假设测试,假设这些观测在小组内部和群体之间是独立的,我们假定这些组别是独立的,其分布是已知的,这些组别是独立于观察结果之外的,我们担心一个简单的假设与一个简单的替代方法进行测试的问题。对于任何(分组)顺序测试,我们考虑到以下三个特征:其类型一和类型二的误差概率和平均观察费用。在温和条件下,我们确定顺序测试的结构,尽量减少所有顺序测试的平均观测费用,其中第一类和类型二的误差概率不超过某些规定水平。