Two active hypothesis testing problems are formulated. In these problems, the agent can perform a fixed number of experiments and then decide on one hypotheses or declare its inconclusive. The first problem is an asymmetric formulation in which objective to minimize probability incorrectly declaring particular be true while ensuring that correctly moderately high. This generalization Chernoff–S...