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      Composition, Concentration and Deprivation : Exploring their Association with Social Cohesion among Different Ethnic Groups in the UK

      , , ,
      Urban Studies
      SAGE Publications

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          K-means clustering: a half-century synthesis.

          This paper synthesizes the results, methodology, and research conducted concerning the K-means clustering method over the last fifty years. The K-means method is first introduced, various formulations of the minimum variance loss function and alternative loss functions within the same class are outlined, and different methods of choosing the number of clusters and initialization, variable preprocessing, and data reduction schemes are discussed. Theoretic statistical results are provided and various extensions of K-means using different metrics or modifications of the original algorithm are given, leading to a unifying treatment of K-means and some of its extensions. Finally, several future studies are outlined that could enhance the understanding of numerous subtleties affecting the performance of the K-means method.
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            Does Britain Have Ghettos?

            Ceri Peach (1996)
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              Reconsidering Social Cohesion: Developing a Definition and Analytical Framework for Empirical Research

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                Author and article information

                Journal
                Urban Studies
                Urban Studies
                SAGE Publications
                0042-0980
                1360-063X
                January 14 2011
                January 17 2011
                : 48
                : 13
                : 2771-2787
                Article
                10.1177/0042098010391295
                22165157
                01934523-ca19-4be5-af99-3d9816fc5113
                © 2011
                History

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