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International Journal of
            Population Studies                                           Used versus Offered densities of human population



            too high are less sensitive to extreme values, they are taken   2.3.2. Relationship between the statistical moments of
            as “robust statistics” (Wonnacott & Wonnacott, 1990).   the two distributions
            Thus, for non-negative real variables, the ratios between   From (14) stems a generic relation between the statistical
            corresponding pairs  F O    1  () ,  F O    1  1 (   )  constitute   moments of the two distributions (Kleinrock, 1975): At
            robust indicators of heterogeneity in the distribution:   any order r, it holds that
            These include the inter-quartile ratio at level α = 1/4 as well   1
                                                                      r
            as the inter-decile ratio at level α = 1/10.          E []x   x  E  x r1                 (15)
                                                                             O
                                                                   U
              For instance, a log-normal distribution LN (m,s )           O
                                                         2
            yields the following interquartile ratio at order  α   This relation corresponds to the zone-based formula
            (cf. appendix C), with Φ (−1)  the inverse CDF of the reduced   in Stairs (1977). At order  r = 1, the average density as
            Gaussian variable:                                 experienced by the users satisfies that

                    1
               F 1       s 2      1   1                 x   1  E O  x   2    x 1 (    2 O )  (16a)

                O
                                                                                  O
                                                                   U
                F      e                                           x O
                     1

                 O
                                                                 It is equivalent to a ratio of the average densities (RADs):
            2.3. Human density as lived by the statistical
            population of inhabitants                             RAD UO |    x U     2 O            (16b)
                                                                              1
            Any individual u inhabits a zone z  and inside it a land unit   x O
                                       u
            o(u). One defines the “used density” or “lived density” as   Both relations correspond to formulas established by
            the human density in the land unit inhabited by the user:  Lewontin & Levins (1989) using zones as statistical units
               x ≡ x o( u)                             (12)    and Ottensmann (2018a) using land units. If the human
                u
                                                               density is homogenous in the territory, then γ  = 0 and the
                                                                                                   O
              Among the population of users, of size  UP=  Z  , the   average human densities according to either statistical
            user-centric density is a random variable, with specific   population are equal. However, the larger the heterogeneity
            PDF and CDF denoted, respectively, as f  and F .   (as measured by the relative dispersion), the higher the
                                            U
                                                  U
                                                                       x  of used to offered average human densities.
                                                               ratio  x /
                                                                    U
                                                                        O
            2.3.1. Relationship between f o and f U              Figure 1 illustrates both the used and offered PDFs. Its
            The PDF f  of used human density is related to that f  of   assumptions are the following: That x  is distributed log-
                                                                                             O
                    U
                                                       O
            offered  human  density  by  a  “consumption  model”  well-  normal with parameters m  = 3.24 (mean of ln(x )) and
                                                                                                        o
                                                                                     O
            known in probabilistic theory, especially in renewal theory   s   =  1.76  (standard  deviation  of  ln(x )),  stemming  from
                                                                O
                                                                                             o
            (Kleinrock, 1975):                                 France-like conditions  x =120 p/km² and    46. . The
                                                                                   O
                                                                                                   O
                                                               related x  is log-normal, too, with parameters m  = 6.34
                       f x)
               f    x.(                             (13)    and s =s , hence  x = 2 661,   p/km² and γ  = 4.6, too. In
                  x
                                                                      u
                                                                                                       U
               U
                        O
                                                                              U
                                                                      O
                                                                                                 U
                                                                   U
              The reason is that the land units of which the human   that  particular  instance,  the  ratio  of  average  human

            density belongs to  xx,  x , in proportion f (x).δx in   densities,  x /  x , amounts to 22 – indeed a very large


                                                                            O
                                                                        U
                                                  O
            their distribution, do contain x.a  users each: Hence, their   value.
                                      1
            total number of users amounts to  a .. ().x f x δ  O . x  . These
                                            O
                                         1
            users are those with user-centric density in  xx,  x    2.3.3. Indicators of used human density heterogeneity



            and those users only: Thus, their number is also   The indicators of heterogeneity recalled in §2.2.3 for the
            f . x. U . On combining both formulas, as  Oa.  1  = A    random variable of offered density also apply to that of
               x
             U
                                                         Z
            and  UP=  Z  , it comes out that                   used density. Its variance stems from moments of the
                                                               offered density in a specific way: From (15) at order r=2,
                     A
                  x
                             x
               f    Z  x. f                                           1
                          O
               U
                                                                                 3
                                                                      2
                      P Z                                         E  x    x  E  x
                                                                              O

                                                                   U
              Which implies (13) with proportionality coefficient of       O
                     /
            A / P =1 x . To sum up,                              Combining with (16a), it comes out that
                       O
                 Z
              Z
                                                                                        2
                      1                                                  1          E  x
                                                                                     O
                                                                                          )
               f    x O  x.(                        (14)       V []x   x O  E  x   (  x O   2     (17)
                  x
                                                                               3
                         f x)
                                                                            O

               U
                                                                   U
                          O
            Volume 8 Issue 2 (2022)                         37                     https://doi.org/10.36922/ijps.v8i2.297
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