Page 43 - PR 2014 2016 07 Nuclear Science and Technology
P. 43

Nuclear Science and Technology | Progress Report  185





               provides the age.                                                      mation of the dataset
                                                                                      is based on eigenvec-
               A typical vessel from                                                  tor methods to deter-
               Amazon is presented                                                    mine  the  direction
               in the Fig. 29.                                                        and the magnitude
                                                                                      of  maximum  vari-
               Fig  29  shows  the                                                    ance in hyperspace.
               Marajoara  ceramic                                                     However, canonical
               from Marajó Island                                                     discriminant  anal-
               on the Amazon riv-                                                     ysis extracts a new
               er delta area, high-                                                   set of variables that
               ly  elaborated  by                                                     maximize the differ-
               means of a process                                                     ences between two
               of  cultural  change                                                   or more groups rather
               that occurred with-                                                    than maximizing the
               in  communities                                                        total variance of the
               that  inhabited  the                                                   dataset. It is based on
               area 3500 years ago.    Fig 29. Funerary urn.                          the assumption that
               Radiocarbon  dates                                                     the pooled variance–
               place the period of major growth and expan-    covariance matrix is an accurate represen-
               sion of Marajoara culture between the 5th and   tation of the total variance and covariance.
               14th centuries. The Marajoara style seems to be   It is assumed that all elements in the data
               related to different regions within the Mara-  necessarily belong to one of the known groups.
               joara domain, as well as to different chrono-  Procrustes analysis with stopping rule is used
               logical periods. The designs have a symbolic   for selection of subsets of variables preserving
               significance of a social or religious character   multivariate data structure.
               with highly complex ceremonial wares in form
               and decoration.                                Neutron Activation
                                                              Analysis and Electron
               In order to test the archaeological hypothesis,
               with the elements determined by INAA, special  Spin Resonance for

               attention is paid in establishing inter-sample   Fossil Samples Dating
               similarity by means of advanced statistical
               methods. The dataset obtained are studied us-  The Electron Spin Resonance (ESR) dating is
               ing several multivariate analyses, such as Ma-  based on the fact that ionizing radiation can
               halanobis distance, cluster analysis, principal   create stable free radicals in insulating mate-
               components analysis, kernel density, discrimi-  rials, like tooth enamel and bones. The con-
               nant analysis, Procrustes analysis, self-organiz-  centration of these radicals - determined by
               ing maps, etc. Mahalanobis distance is used to   ESR - is a function of the dose deposed in the
               determine outliers in multivariate data. Cluster   sample along the years. The accumulated dose
               analysis using the squared-mean Euclidean      of radiation, called Archeologial Dose (AD), is
               distance represented in a dendrogram as an     produced by the exposition to environmental
               initial step in the identification of groups. In   radiation provided by U, Th, K and cosmic rays.
               principal components analysis, the transfor-   If the environmental dose rate (Dan) in the site
   38   39   40   41   42   43   44   45   46   47   48