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单词 multidimensional scaling
释义
multidimensional scaling

Statistics
  • A multivariate method, resembling principal components analysis, that gives a graphical representation of the main characteristics of a proximity matrix using only a few dimensions. The success of the method is assessed by comparing the ‘distances’ between individuals as recorded by the proximity matrix with the (suitably scaled) Euclidean distances (see distance measure) in the full-dimensional space; the resulting measure of goodness-of-fit is called the stress (also called Kruskal stress) of the solution—a low value suggests a good solution.

    Great Britain

    Ireland

    Nether- Lands

    Belgium

    France

    Italy

    Spain

    Great Britain

    20

    11

    11

    6

    7

    2

    6

    Ireland

    11

    20

    11

    10

    11

    10

    10

    Netherlands

    11

    11

    20

    12

    11

    6

    6

    Belgium

    6

    10

    12

    20

    12

    11

    9

    France

    7

    11

    11

    12

    20

    10

    12

    Italy

    2

    10

    6

    11

    10

    20

    13

    Spain

    6

    10

    6

    9

    12

    13

    20

    The proximity matrix shows, for seven European countries, the numbers of food products (out of twenty) that were found to similar extents (i.e. common in both countries or scarce in both countries) in each of the pairs of countries. The biggest difference is between Great Britain and Italy: this is reflected in a two-dimensional graph of the positions (in this respect) of the countries .

    multidimensional scaling

    Multidimensional scaling of countries and food products. The results may appear surprising, but they reflect the (very crude) information from which they were derived. The (unlabelled) axes reflect different aspects of eating behaviour.


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