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                                                    Publication and Citation Analysis

              Small (1986, 1993). Subjectivity enters in the choice of clustering
              algorithm and in the choice of a threshold value.
                 Similar to the case of bibliographic coupling we use the notation of
              Subsection 5.9.3 and matrices to describe the cocitation strength of two
              documents d i and d j with C the citation matrix of the field including d i
              and d j . This value is given by:

                                      m
                                     X
                                                 t
                                         c ki c kj 5 C   CÞ              (5.10)
                                               ð
                                                      ij
                                     k51
                 Terms in the sum on the left hand side are zero or one. The value one
              only happens in the case that documents d i and d j are cited by document
              d k . These occurrences are added, yielding the cocitation strength. Finally
                                t
                t
              C   CÞ 5   P m   C Þ : C 5  P m
                                                c
              ð      ij    k51  ð  ik  ðÞ kj  k51 ki c kj .
                 Martyn’s (1964) criticism on bibliographic coupling also applies to
              cocitation analysis. The fact that two papers are cocited does not imply
              that they contain similar pieces of information. Probably David Edge was
              the strongest opponent of cocitation analysis without human judgment.
              In his two papers Why I am not a cocitationist (Edge, 1977) and Quantitative
              measures of communication in science: a critical review (Edge, 1979) he
              expresses the view that quantitative methods such as cocitation analysis
              have only limited use. Among other objections he emphasizes the need to
              be able to see individual variations. It is often because individual scientists
              and groups do not share the consensus view, as shown by cocitation
              maps, that crucial innovative decisions are made.
                 Next we propose an exercise on bibliographic coupling and
              cocitation.
                 Consider articles A, B, C, and D. Their reference lists are shown in
              Table 5.7. Determine the order in which these articles are written. Next,
              determine the bibliographic coupling of each two articles and their rela-
              tive bibliographic coupling. When this is done, determine the cocitation
              frequency and relative cocitation of each pair of articles occurring in at
              least one reference list. Article D does not belong to any reference list,
              and hence is not considered for this part (one may say that its cocitation
              frequency with any of the other articles is zero).
                 Solution
                 Among these articles article A was written first, followed, in this order,
              by articles C, B, and D. Indeed, A is in the reference list of C (and hence
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