Abstract. A promising computer approach to recognition of hematology diseases is substantiated. Due to fast operation of Bayesian procedures, computer search is used to find combinations of indicators that have the highest recognition quality. Such method allows conducting fast diagnostics without performing it completely.

Keywords: Bayesian recognition procedures, erythrocytosis, combination of indicators.