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128   Becoming Metric-Wise


                                                                  P  p
                                                                       c
             Here p denotes the total number of different references and  j51 ij is
          the number of references contained in d i . The citation matrix is an (n,p)
          matrix. Then the average number of references per document times the
          number of documents is equal to:

                                      n    p   !
                                     X X
                                             c ij                      (5.5)
                                     i51  j51
          which is the total number of 1’s in the citation matrix. On the other
          hand, we see that the average number of citations to a document in the
          collection is

                                                !
                                       p    n
                                    1  X X
                                              c ij                     (5.6)
                                    p
                                      j51  i51
                    n
                X
          where       c ij is the number of citations received by the j-th reference
                    i51
          from documents in the collection. Then, the average number of received
          citations times the total number of different references is also equal to the
          number of 1’s in the citation matrix. This proves the theorem.
             An application. Assume that you have a (20,120) citation matrix and
          you know that the average number of references per document is 10.
             How many documents are there in this collection? And what is the
          average number of received citations for the references in this collection?
             From the dimensions of the citation matrix we know that the
          collection contains 20 documents (and that there are 120 different
          references).
             The average number of citations is then equal to (1/120) 3
          (10 3 20) 5 5/3   1.67.


          5.9.3 The Publication and Citation Process Described by
          Matrices

          Although this section is useful for performing or checking some calcula-
          tions, it may safely be skipped by those readers who are not really familiar
          with matrix calculations. In Subsection 5.9.1 we have shown how a citation
          matrix is written and how it is related to a citation network. In this section
          we will show how notions such as the number of articles, number of refer-
          ences in a given paper or the number of references common to two articles
          can be obtained (automatically) from such a matrix. Similarly, starting from
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