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Definition 3
M
,w
|
=( a, v ) , if and only if v
F ( w,a ) .
M
,w
|
= ʱ, if and only if w
V ( ʱ ) , for ʱ
PV.
Ind B ,
1
B ʱ, if and only if for all w
W with ( w,w )
,w |
M
,w
|
=
M
= ʱ.
2 B ʱ, if and only if for all w
W with ( w,w )
Sim B ,
,w |
M
,w
|
=
M
= ʱ.
In B ,
3 B ʱ, if and only if for all w
W with ( w,w )
,w |
M
,w
|
=
M
= ʱ.
Note that, unlike the logic in [9], the semantics of LNIS is directly based on
information systems. The extension of a wff ʱ relative to a model
M
, denoted
as [[ ʱ ]] M , is given by the set
{
w :
M
,w
|
= ʱ
}
.Awff ʱ is said to be valid in a
model
M
with domain U if [[ ʱ ]] M = U .Awff ʱ is called valid, denoted as
|
= ʱ ,
if ʱ is valid in all models.
The following proposition shows that the operators
3 B capture
the lower approximations relative to the attribute set B with respect to indis-
cernibility, similarity and inclusion relations respectively, while
1 B ,
2 B and
1 B ,
2 B and
3 B
respectively capture the corresponding upper approximations.
, a∈A V a ,F ) .
Proposition 1. Let
M
:= (
S
,V ) be a model, where
S
:= ( U,
A
Then the following hold.
1 B ʱ ]] M =[ ʱ ]] M Ind B ,
1 B ʱ ]] M = [[ ʱ ]] M Ind B .
1. [[
[[
2. [[
2 B ʱ ]] M =[ ʱ ]] M Sim B ,
2 B ʱ ]] M = [[ ʱ ]] M Sim B .
[[
3
3
3. [[
B ʱ ]] M =[ ʱ ]] M In B ,
[[
B ʱ ]] M = [[ ʱ ]] M In B .
The presence of descriptors in the language helps LNIS to talk about the at-
tributes, attribute-values of the objects, and its effect on the approximation
operators. For instance, the wff ( a, v )
u∈V a \{v} ¬
2
B p represents a
decision rule according to which if an object x takes the value v for the at-
tribute a ,then x is in the lower approximation of the set represented by p
with respect to similarity relation corresponding to the attribute set B .The
valid wff ( b,v )
( a, u )
2
B∪{b}
2
ʱ
B (( b,v )
ʱ ) corresponds to the fact that
Y
X Sim B∪{b}
X
Y c Sim B ,where Y =
{
y : v
F ( y,b )
}
,and Y c is the
set-theoretic complement of Y .
3 Axiomatic System
We now present an axiomatic system for LNIS, and prove the corresponding
soundness and completeness theorems.
We recall that
D
denotes the set of all descriptors. Consider the wffs which are
a conjunction of literals from the set ʱ∈D {
ʱ,
¬
ʱ
}
, and which contain precisely
one of ( a, v ), or
¬
( a, v )foreach( a, v )
∈D
.Let ʘ be the set of all such wffs.
, a∈A V a ,F ). Then it is not
Let
M
:= (
S
,V ) be a model, where
S
:= ( W,
A
dicult to obtain the following.
 
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