Extension of Inagaki General Weighted Operators and A New Fusion Rule Class of Proportional Redistribution of Intersection Masses
In this paper we extend Inagaki Weighted Operators fusion rule (WO) in information fusion by doing redistribution of not only the conflicting mass, but also of masses of non-empty intersections, that we call Double Weighted Operators (DWO). Then we p…
Authors: Florentin Smar, ache
2 S θ = ^θrefined = 2^(2^θ) = D θcθc , when refinement is possible, where θ c = {τ(θ 1 ), τ(θ 2 ), …, τ(θ n )}.
We consider the general case when the domain is S θ , but S θ can be replaced by D θ = (θ , c,1) or by 2 θ = (θ , c) in all formulas from below.
Let 1 2 ( ) and ( ) m m ⋅ ⋅ be two normalized masses defined from S θ to [ ] 0,1 .
We use the conjunction rule to first combine 1 ( ) m ⋅ with 2 ( ) m ⋅ and then we redistribute the mass of ( ) 0 m X Y ≠ I , when X Y = Φ I .
Let's denote ( )
using the conjunction rule.
Let's note the set of intersections by:
is in a canonical form, and contains at least an symbol in its formula
In conclusion, S 1 is a set of formulas formed with singletons (elements from the frame of discernment), such that each formula contains at least an intersection symbol
Inagaki general weighted operator ( ) WO is defined for two sources as:
So, the conflicting mass is redistributed to non-empty sets according to these weights ( )
In the extension of this WO , which we call the Double Weighted Operator ( )
In the free and hybrid modes, if no non-empty intersection is redistributed, i.e. In the Shafer's model, always DWO coincides with WO . For 2 s ≥ sources, we have a similar formula:
For
for two sources we have:
, and or and
where ( )
and M is a subset of S θ , for example: (10)
where N is a subset of S θ , for example:
These formulas are easily extended for any 2 s ≥ sources 1 2 ( ), ( ),..., ( )
Let's denote, using the conjunctive rule:
( ) ( ) ( ) Inagaki rule was defined on the fusion space (Θ, U ) . In this case, since all intersections are empty, the total conflicting mass, which is m 12∩ ( A∩B) + m 12∩ ( A∩C) + m 12∩ ( B∩C) = 0.26 + + 0.13 + 0.08 = 0.47, and this is redistributed to the masses of A, B, C, and A U B U C according to some weights w 1 , w 2 , w 3 , and w 4 respectively, depending to each particular rule, where: 0 ≤ w 1 , w 2 , w 3 , w 4 ≤ 1 and w 1 + w 2 + w 3 + w 4 = 1. Hence A B C A U B U C m Inagaki (.) 0.26+0.47w 1 0.18+0.47w 2 0.07+0.47w 3 0.02+0.47w 4
Yet, Inagaki rule can also be straightly extended from the power set to the hyper-power set.
Suppose in DWO the user finds out that the hypothesis B∩C is not plausible, therefore m 12∩ ( B∩C) = 0.08 has to be transferred to the other non-empty elements: A, B, C, A U B U C, A∩B, A∩C, according to some weights v 1 , v 2 , v 3 , v 4 , v 5 , and v 6 respectively, depending to the particular version of this rule is chosen, where: Applying one or another fusion rule is still debating today, and this depends on the hypotheses, on the sources, and on other information we receive.
A generalization of Inagaki rule has been proposed in this paper, and also a new class of fusion rules, called Class of Proportional Redistribution of Intersection Masses (CPRIM), which generates many interesting particular fusion rules in information fusion.
Original Paper
Loading high-quality paper...
Comments & Academic Discussion
Loading comments...
Leave a Comment