Basic principles of cognitive algorithms design

This paper focuses on basic principles of cognitive algorithm design. It presents various principles employed in known cognitive algorithms dealing with different representations of concept definitions. It discusses pros and cons of application of the presented basic principles in relation with classification task, which is one of the most often used data mining approaches in various application domains. This paper focuses also on systematization of algorithm design. A problem (cognitive task) is analyzed and those of basic principles are selected, witch match the given cognitive task requirements. Finally, a generic procedure for composition of a suitable cognitive algorithm for particular classification task is defined.