Title :
A Dominance-Based Rough Set Approach to Multi-criteria Sorting Decision Analysis
Author :
An, Liping ; Tong, Lingyun
Author_Institution :
Bus. Sch., Nankai Univ., Tianjin
Abstract :
Multi-criteria sorting problems consist in assignment of some alternatives to some predefined and preference-ordered decision classes. The alternatives are described by a finite set of attributes and criteria. The domains of criteria are totally ordered by preference relations. In order to infer a preference model from exemplary decision made by decision makers on some reference alternatives, the dominance matrix and the dominance function are used to compute a set of "if... then..." decision rules that could be used to support the sorting task. Then, an extension of the classification scheme is introduced to sort new objects. In the scheme, both consistency decision rules and inconsistency ones are considered. An example is used for illustration of the sorting method.
Keywords :
decision theory; matrix algebra; pattern classification; rough set theory; sorting; classification scheme; dominance matrix; dominance-based rough set approach; if... then... decision rule; multicriteria sorting decision analysis; predefined-ordered decision class; preference-ordered decision class; DC generators; Data analysis; Decision trees; Fuzzy systems; Rough sets; Set theory; Sorting; Technology management; Decision rules; Dominance; Multiple criteria decision analysis; Rough sets; Sorting;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
Conference_Location :
Jinan Shandong
Print_ISBN :
978-0-7695-3305-6
DOI :
10.1109/FSKD.2008.35