Biology Reference
In-Depth Information
assigned degrees of
truthfulness
or
certainty
measured as a ratio of two
numbers, that is, D
1
/D
2,
where D
1
is the distance between the fuzzy answer
(located at coordinate F) in the N-dimensional hypercube and its nearest vertex
located at C and D
2
is the distance between F and the vertex, C
C
, that is
irreconcilably opposite to C. (C
C
is called the
complement
of C.) The bit values
of crisp C
C
are obtained by subtracting the corresponding bit values of C from 1.
For example, the complement of C(1, 0, 1) is C
C
(1-1, 1-0, 1-1), or C
C
(0, 1, 0).
The distance, D
AB
, between the two points, A (a
1
,a
2
,a
3
,
,a
k
) and B (b
1
,b
2
,b
3
,
...
,b
k
), can be calculated using the Pythagorean theorem:
...
h
i
1
=
2
2
2
2
2
D
AB
¼ð
a
1
b
1
Þ
þð
a
2
b
2
Þ
þð
a
3
b
3
Þ
þ :::; þð
a
k
b
k
Þ
(5.23)
Applying Eq.
5.23
to points C and F, and C
C
and F in Fig.
5.8
, the ratio of D
1
over
D
2
can be calculated, which Kosko referred to as
fuzzy entropy
(Kosko 1993,
pp. 126-135), one of many fuzzy entropies defined in the literature. For conve-
nience, we will refer this ratio as the
Kosko entropy
, denoted by S
K
, in recogni-
tion of Kosko's contribution to the science of fuzzy logic. S
K
now joins the list of
other well-known
entropies
in physics and mathematics - the Clausius (which
may be denoted as S
C
), Boltzmann (as S
B
), Shannon (as S
S
), Tsalis entropies (as
S
T
), etc. The Kosko entropy of a fuzzy answer is then given by:
D
FC
c
S
K
¼
D
CF
=
(5.24)
where D
CF
is the distance between crisp point C and fuzzy point F and D
FC
c
is
the distance between crisp point C
C
and fuzzy point F. Formally, Eq.
5.24
constrains the numerical values of S
K
to the range between 0 and 1:
1
S
K
0
(5.25)
However, both the Principle of Ineffability, Statement 5.22, and the Einstein's
Uncertainty Thesis, Statement 5.38 (see below), strongly indicate that S
K
1
>
S
K
>
0
(5.26)
According to Inequality
5.26
, the maximum value of S
K
is less than 1 and its
minimum value is greater than 0. If we designate the minimum uncertainty that
no human knowledge can avoid with
u
(from uncertainty) in analogy to the
Planck constant
h
below which no
action
(i.e., the energy integrated over time)
can exist, Inequality
5.26
can be rewritten as:
1
>
S
K
u
(5.27)
where u is a positive number whose numerical values probably depend on the
measurement system involved.