XU Xiao-bin, WEN Cheng-lin, LIU Rong-li. The Unified Method of Describing and Modeling Multisource Information Based on Random Set Theory[J]. Acta Electronica Sinica, 2008, 36(6): 1174-1181.
DOI:
XU Xiao-bin, WEN Cheng-lin, LIU Rong-li. The Unified Method of Describing and Modeling Multisource Information Based on Random Set Theory[J]. Acta Electronica Sinica, 2008, 36(6): 1174-1181.DOI:
The Unified Method of Describing and Modeling Multisource Information Based on Random Set Theory
Because of the diversity of information types and the complexity of information characteristics
traditionally
the multisource heterogeneous information is described and modeled by the corresponding knew theories
so there is rarely an unified method to fusion them. For several years
researchers have explored the unification of theories enabling the fusion of heterogeneous information and have finally considered random set theory. This paper first classifies available information by qualities (uncertain
vague
imprecise
etc) and then presents common theories that can be used to cope with them. Random set theory is introduced as a possible framework for unification. The reasons why the individual theories can fit in this framework are detailed. Finally
this paper reviews applications of random set theory in information fusion and discusses the possible directions in the future.