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Table 8. Conversion of linguistic variables and
QWS symbols into non-fuzzy values E
obtained by adding all the criteria together with
their weights. It is valid from the point of view
of the optimization theory, and a special theorem
exists for this case.
Therefore, we have here the experts' additive
utility function:
Linguistic variables and
QWS symbols
Non-fuzzy values E
Excellent (E or *)
0.850
Good (#)
0.675
Fair (+)
0.500
m
m
Poor (|)
0.325
1
=
1
f f(X)
(
)
=
a f X
i
(
),
a i
1, a i >0.
(3)
i
Bad (0)
0.150
i
=
i
=
where f i (X j ) is the rating (non-fuzzy value E) (see
Table 8) of the criterion i for each of the examined
alternatives (we examine three alternatives here)
X j : X 1 - ATutor (2009), X 2 - Ilias (2009), and X 3
- Moodle (2009).
Here i denotes the order numbers of the VLE
quality evaluation criteria presented in Table 6.
The first four of these criteria are the general
'internal quality' VLE quality criteria, and the
other four represent the VLE adaptation 'quality
in use' criteria (see Table 6).
The higher the value of the utility function (3)
is, the better a VLE meets the particular learner
needs.
For example, for the most simple case, where
all the VLE evaluation criteria are of equal
importance, the experts could consider equal
'normalized' weights a i = 0.125 according to the
normalization requirement
m
=
1
a i
1, a i >0.
(2)
i
=
for the VLEs quality evaluation criteria i = {1,
…, 8} (see Table 6).
A possible decision could be to transform
a multi-criteria task into a one-criterion task
Table 9. Summary of the VLEs technological evaluation
Technological evaluation criteria
ATutor
Ilias
Moodle
General criteria ratings
Architecture and implementation
0.500
0.325
0.850
Interoperability
0.675
0.675
0.500
Internationalization and localization
0.325
0.500
0.675
Accessibility
0.850
0.325
0.500
Interim rating
2.350
1.825
2.525
Adaptation criteria ratings
Adaptability
0.325
0.500
0.675
Personalization
0.675
0.675
0.500
Extensibility
0.675
0.850
0.850
Adaptivity
0.325
0.150
0.325
Interim rating
2.000
2.175
2.350
Total evaluation rating
4.350
4.000
4.875
Total rating f(X) (weights = 0.125)
0.5437
0.5000
0.6093
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