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4. KEY WORDS
Beside the key concepts there are certain terms that make considerable language impact. We selected mixture of terms with different purposes: term “internet” was chosen to indicate link between information society and the key dynamical element of this society – Internet. Terms hardware, infrastructure and software were chosen to show level of technical language in five declarations. We also included three prefixes/adjectives which are usually used to describe modern ICT-developments: “e”, cyber and virtual. The analysis of these five documents show that prefix “e-“ has become dominant after its introduction in the Bucharest declaration. “Cyber” and “virtual” are almost non-existing. It is interesting to notice that term “cyber” is used in only international treaty dedicated to the ICT issue – Council of Europe Convention on Cybercrime.
Hereby we present the frequency distributions of keywords occurrences:
 
Africa
Europe
Asia
Americas
W. Asia
Internet
1
0
3
1
14
should
37
22
14
12
49
hardware
1
0
1
0
0
infrastructure
8
3
7
5
9
software
4
0
2
4
1
e-
1
18
11
14
32
cyber
1
2
3
3
0
virtual
0
0
0
0
1
 
Table 4: The frequency of the key words occurrences in five declarations.
   
As in the previous analysis of key concepts frequency distributions, we see that the profile of the African declaration is somewhat different than the other declarations' profiles. These difference will be noted following the multivariate analysis. Again, two correlation matrices were calculated, the declarations matrix and the keywords matrix:
 
Africa
Europe
Asia
Americas
W. Asia
Africa
1
0.71
0.74
0.55
0.77
Europe
0.71
1
0.95
0.94
0.95
Asia
0.74
0.95
1
0.93
0.94
Americas
0.55
0.94
0.94
1
0.86
W. Asia
0.77
0.95
0.94
0.86
1
   
Matrix 3: Correlations - the declarations matrix
 
 
Internet
Should
Hardware
Infrastructure
Software
e-
Cyber
Virtual
Internet
1
0.73
-0.28
0.69
-0.33
0.79
-0.70
0.98
Should
0.73
1
-0.07
0.68
-0.19
0.40
-0.99
0.78
Hardware
-0.28
-0.07
1
0.42
0.41
-0.74
0.14
-0.41
Infrastructure
0.69
0.68
0.42
1
0.27
0.10
-0.61
0.60
Software
-0.33
-0.19
0.41
0.27
1
-0.66
0.24
-0.38
e-
0.79
0.40
-0.74
0.10
-0.66
1
-0.42
0.83
Cyber
-0.70
-0.99
0.14
-0.61
0.24
-0.42
1
-0.77
Virtual
0.98
0.78
-0.41
0.60
-0.38
0.83
-0.77
1
 
Matrix 4: Correlations - the words matrix
 

Results

Hereby we present a 3D conceptual space obtained from the multidimensional scaling of the properly (1-r) transformed declarations correlation matrix (Matrix 3).

 
Now we present a joining-tree diagram obtained from cluster analysis of the properly (1-r) transformed declarations correlation matrix (Matrix 3).
   

Interpretation: the results of the multivariate analyses of the keywords declarations matrix are consisent with the prior analysis performed on key concepts. The African declaration is isolated from others since it is characterized with the very low frequency of the "e-" prefix when compared to other declarations.

The same analyses were performed on the properly transformed correlations from the words matrix (Matrix 4). We present the 3D conceptual map produced by the multidimensional scaling procedure, and a joining-tree diagram obtained from cluster analysis.

           
     
   
           
 
 
 
Interpretation: Two major groupings of key words occure following the multivariate analysis of the keywords matrix: (a) a group containing the keywords Cyber, Hardware and Software, and (b) a group containg other keywords. The keywords Internet and Virtual are highly connected since the only document containing the keyword Virtual is at the same time the one with the most frequent usage of the keyword Internet (W. Asian declaration).
 


Authors:

Jovan Kurbalija (content analysis)
Goran Milovanovic (statistical analysis, webdesign)

DiploFoundation, 2003.

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