Expert decision-making operations are trained to emulate expert behavior based on an history of behaviors by experts in a variety of observed situations. A history of behaviors is built up from observations of actions taken by experts in analyzing a plurality of situations. The observations are captured, and behaviors from the observations are constructed. The behaviors indicate an association between situation features and methods with parameter for solving the situations. The training operations capture observations of behavior by experts. The observations include situation data about multiple situations and actions by the experts. The actions are associated with the situations. Subject knowledge information is loaded from the observations; the subject knowledge information has a features library, a method library and a parameters library. Behavior information is constructed from the observations and from the subject knowledge information; the behavior information includes situation features and strategies associated with the behaviors for solving the situation. A behavior profile is learned from the behaviors. The behavior profile is used in emulating the behavior of the experts during a decision-making process. The construction of behaviors begins with extracting situation features from the situation data. Strategy information having behavior methods and parameters for solving situations is extracted from the actions by experts in the observations information and from the methods library and the parameters library in the subject knowledge information. The extraction of strategy information begins by comparing a actions/situation combination from the observations information with method/parameters combinations from the subject knowledge information. A method/parameters combination previously associated with the situation/action combination is selected and provided as a strategy for solving the situation. The situation features are associated with the strategies to provide the behavior information.
TRAINING A MULTI-DIMENSIONAL, EXPERT BEHAVIOR-EMULATION SYSTEM