Recent Developments and New Directions in Soft Computing by Lotfi A. Zadeh, Ali M. Abbasov, Ronald R. Yager, Shahnaz N.

By Lotfi A. Zadeh, Ali M. Abbasov, Ronald R. Yager, Shahnaz N. Shahbazova, Marek Z. Reformat

The publication studies at the newest advances and demanding situations of sentimental computing. It gathers unique medical contributions written via most sensible scientists within the box and overlaying theories, equipment and functions in a couple of examine components concerning soft-computing, corresponding to decision-making, probabilistic reasoning, photograph processing, regulate, neural networks and information analysis.

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Various combinations of the classifying attributes produce the generalized decision rules for group sorting objects into the classes Ca and Cb as follows   IF ðxuj 2 Qua Ã Þ AND ðxvj 2 Qva Ã Þ AND. AND ðxwj 2 Qwa Ã Þ ; THENhObject Ai 2 Ca i; ð6Þ   IF ðxuj 2 Qub Ã Þ AND ðxvj 2 Qvb Ã Þ AND. AND ðx jw 2 Qwb à Þ; THENhObject Ai 2 Cb i: ð7Þ Remark, generally, that these generalized group decision rules are quite different. Among the objects, which have been assigned to the given class Ca or Cb in accordance with the generalized decision rule (6) or (7), there are the correctly and not correctly classified objects.

These techniques are based on the theory of multiset metric spaces. Underline that verbal attributes in these methods are not transformed in or replaced by any numerical ones as, for instance, in MAUT and TOPSIS methods [6], and in fuzzy set theory [21]. The multiset approach allows us to solve traditional MCDM problems in more simple and constructive manner, and discover new types of problems never being sold earlier, while taking into account inconsistencies of objects’ features and preference contradictions of many actors.

Re-configuration of knowledge sources to achieve a new configuration with new capabilities or competencies [20]. • Knowledge exchange to improve capabilities or competencies through learning, interactions, discussions, and practices [20]. This type of KF is supported in multi-agent systems, which are composed of multiple intelligent software entities. 42 A. V. Smirnov et al. • Involving knowledge from various sources in problem solving, which results in a new knowledge product [6]. ); new relations between knowledge objects; new capabilities/competencies of a knowledge object; new problem solving method; solution for a problem.

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