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archaeology Archaeology or archeology is the scientific study of human activity through the recovery and analysis of material culture. The archaeological record consists of Artifact (archaeology), artifacts, architecture, biofact (archaeology), biofacts ...
, seriation is a
relative dating Relative dating is the science of determining the relative order of past events (i.e., the age of an object in comparison to another), without necessarily determining their absolute age (i.e., estimated age). In geology, rock or superficial dep ...
method in which assemblages or artifacts from numerous sites in the same culture are placed in chronological order. Where
absolute dating Absolute dating is the process of determining an age on a specified chronology in archaeology and geology. Some scientists prefer the terms chronometric or calendar dating, as use of the word "absolute" implies an unwarranted certainty of accuracy ...
methods, such as radio carbon, cannot be applied, archaeologists have to use
relative dating Relative dating is the science of determining the relative order of past events (i.e., the age of an object in comparison to another), without necessarily determining their absolute age (i.e., estimated age). In geology, rock or superficial dep ...
methods to date archaeological finds and features. Seriation is a standard method of dating in archaeology. It can be used to date stone tools, pottery fragments, and other artifacts. In Europe, it has been used frequently to reconstruct the chronological sequence of graves in a cemetery (e.g. Jørgensen 1992; Müssemeier, Nieveler et al. 2003).


Contextual and frequency seriation

Two different variants of seriation have been applied: contextual seriation and frequency seriation (Renfrew and Bahn 1996, pp. 116–117). Whereas contextual seriation is based on the presence or absence of a
design style A design is a plan or specification for the construction of an object or system or for the implementation of an activity or process or the result of that plan or specification in the form of a prototype, product, or process. The verb ''to design'' ...
, frequency seriation relies on measuring the proportional abundance or frequency of a design style. Contextual seriation is often used for reconstructing the chronological sequence of graves as only the presence or absence of a design style or type is important. Frequency seriation is applied in cases of large quantities of objects belonging to the same style. An example of this being assemblages of pottery shards that include roughly the same range of types, though in different proportions.


History

Flinders Petrie Sir William Matthew Flinders Petrie ( – ), commonly known as simply Flinders Petrie, was a British Egyptologist and a pioneer of systematic methodology in archaeology and the preservation of artefacts. He held the first chair of Egypt ...
excavated at Diospolis Parva in
Egypt Egypt ( ar, مصر , ), officially the Arab Republic of Egypt, is a transcontinental country spanning the northeast corner of Africa and southwest corner of Asia via a land bridge formed by the Sinai Peninsula. It is bordered by the Medite ...
in the late nineteenth century. He found that the graves he was uncovering contained no evidence of their dates and their discrete nature meant that a sequence could not be constructed through their
stratigraphy Stratigraphy is a branch of geology concerned with the study of rock layers (strata) and layering (stratification). It is primarily used in the study of sedimentary and layered volcanic rocks. Stratigraphy has three related subfields: lithostra ...
. Petrie listed the contents of each grave on a strip of cardboard and swapped the papers around until he arrived at a sequence he was satisfied with. He reasoned that the most accurate sequence would be the one where concentrations of certain design styles had the shortest duration across the sequence of papers (Renfrew and Bahn 1996, p. 116; Kendall 1971, p. 215; Shennan 1997, p. 341)). Whereas Petrie is considered the inventor of contextual seriation, Brainerd (1951) and Robinson (1951)Robinson, W.S. (1951). A method for chronologically ordering archaeological deposits. ''American Antiquity'' 16, pp.293–301 were the first to address the problem of frequency seriation (Shennan 1997, p. 342)Shennan, St. (1997). ''Quantifying Archaeology''. Edinburgh: Edinburgh University Press. .).


The model


Description of the model

The assumption that design styles follow a bell curve of popularity – starting slowly, growing to a peak and then dying away as another style becomes popular – provides the basis for frequency seriation. It also assumes that design popularity will be broadly similar from site to site within the same
culture Culture () is an umbrella term which encompasses the social behavior, institutions, and norms found in human societies, as well as the knowledge, beliefs, arts, laws, customs, capabilities, and habits of the individuals in these groups.Ty ...
. In addition, it is vital that the lifespans of the different design styles overlap. Following these rules, an assemblage of objects can be placed into sequence so that sites with the most similar proportions of certain styles are always together (Lock 2003, p. 125).


Pitfalls

The task of identifying design styles i.e. to form groups of objects belonging to the same design style is by no means trivial. Creating a
typology Typology is the study of types or the systematic classification of the types of something according to their common characteristics. Typology is the act of finding, counting and classification facts with the help of eyes, other senses and logic. Ty ...
frequently is the basis of a seriation. Errors in typology result in errors in seriation: For example, if a certain design style had two peaks in popularity (
bimodal distribution In statistics, a multimodal distribution is a probability distribution with more than one mode. These appear as distinct peaks (local maxima) in the probability density function, as shown in Figures 1 and 2. Categorical, continuous, and di ...
), this design style is not appropriate for seriation and its inclusion in the analysis may result in strange results. Some design styles were used for a very long time as the shape constructed was handy and no improvement or ornament was added. Of course, these design styles are not eligible for chronological seriation. For example, knives in early medieval times in Europe are said to show no chronological variation. In addition to temporal organization, seriation results may reflect assemblage differences in social status, age, sex or those resulting from regional variation (or a combination of two or more of these factors). Shennan (1997, p. 343) presents a seriation result of Danish
hoard A hoard or "wealth deposit" is an archaeological term for a collection of valuable objects or artifacts, sometimes purposely buried in the ground, in which case it is sometimes also known as a cache. This would usually be with the intention of ...
s based on artefact types like daggers, axes, and swords. The result is not a chronological sequence due to the selection of types, the ordering seems to start with extremely male hoards and ends with extremely female ones.


Three conditions for chronological seriation

Doran and Hodson (1975, p. 269)Doran, J.E. and F.R. Hodson (1975). ''Mathematics and Computers in Archaeology.'' Edinburgh University Press. . list three conditions that must be satisfied to obtain a chronological seriation result: * Regional variation must be kept to a minimum, i.e. assemblages must best be drawn from one locality. * The objects analyzed must all come from a single cultural tradition. * The traits or attributes included in the seriation must depend on cultural aspects (rather than on function).


Statistical methods


Development of seriation methods

Nowadays, seriation results are no longer produced manually as in Petrie's times but by appropriate algorithms. Though according to
David George Kendall David George Kendall FRS (15 January 1918 – 23 October 2007) was an English statistician and mathematician, known for his work on probability, statistical shape analysis, ley lines and queueing theory. He spent most of his academic lif ...
(1971), Petrie's paper showed already a deep understanding of the mathematics of the seriation problem (Quote: "..in my view Petrie should be ranked with the greatest applied mathematicians of the nineteenth century"). In Baxter's (2003, p. 8) list of landmarks of statistics in archaeology the paper of Robinson (1951) is the first entry. Robinson based his frequency seriation method on a similarity matrix. In 1971, Kendall proposed the use of
multidimensional scaling Multidimensional scaling (MDS) is a means of visualizing the level of similarity of individual cases of a dataset. MDS is used to translate "information about the pairwise 'distances' among a set of n objects or individuals" into a configurati ...
techniques for seriation problems, and this approach has also been used by some other scientists (see Baxter 2003, pp. 202–203). Baxter also presents a review of statistical methods for seriation and a description of these approaches (pp. 202–207). In 1975, Doran and Hodson (pp. 269–281) summarized the state of the art of seriation methods thoroughly, giving detailed descriptions of Kendall's and Robinson's approaches.


Correspondence analysis for seriation purposes

Today, the most popular seriation method both for contextual and frequency problems is based on
correspondence analysis Correspondence analysis (CA) is a multivariate statistical technique proposed by Herman Otto Hartley (Hirschfeld) and later developed by Jean-Paul Benzécri. It is conceptually similar to principal component analysis, but applies to categorical ra ...
. The sequence of the first axis of a correspondence analysis is considered the best seriation order (Shennan 1997, p. 342; Lock 2003, p. 127; Jensen & Høilund Nielsen 1997). Using this technique, not only the sequence of the objects but also those of the design styles is established. Note that external evidence is needed to establish the direction of the sequence calculated, i.e. the method does not tell whether the first object in the sequence is the oldest or the youngest object. Kendall (1971) applied
multidimensional scaling Multidimensional scaling (MDS) is a means of visualizing the level of similarity of individual cases of a dataset. MDS is used to translate "information about the pairwise 'distances' among a set of n objects or individuals" into a configurati ...
to the cemetery data of Münsingen. The resulting
scatterplot A scatter plot (also called a scatterplot, scatter graph, scatter chart, scattergram, or scatter diagram) is a type of plot or mathematical diagram using Cartesian coordinates to display values for typically two variables for a set of data ...
showed the form of a horse-shoe where the graves were arranged on the curve according to their chronological order. Similarly, a mapping of the component scores for the first two axes of the
correspondence analysis Correspondence analysis (CA) is a multivariate statistical technique proposed by Herman Otto Hartley (Hirschfeld) and later developed by Jean-Paul Benzécri. It is conceptually similar to principal component analysis, but applies to categorical ra ...
result will display a
parabola In mathematics, a parabola is a plane curve which is mirror-symmetrical and is approximately U-shaped. It fits several superficially different mathematical descriptions, which can all be proved to define exactly the same curves. One descrip ...
if the design styles considered are controlled by one factor only (like chronology). This is called the arch effect by Hill and Gauch (1980).Hill, M.O. and Gauch, H.G. (1980). Detrended Correspondence Analysis: An Improved Ordination Technique. ''Vegetatio'' 42, 47–58. Both Kendall and Jensen & Høilund Nielsen (1997) created artificial data sets to show that the parabola results in ideal circumstances. Therefore, it is recommended inspecting the scatterplot of the first two axes of
correspondence analysis Correspondence analysis (CA) is a multivariate statistical technique proposed by Herman Otto Hartley (Hirschfeld) and later developed by Jean-Paul Benzécri. It is conceptually similar to principal component analysis, but applies to categorical ra ...
to find out if other factors play a role as well (see Examples 2 and 3). If more than one factor is important, the arch effect may distort the results. Hill and Gauch (1980) presented a method to remove this effect. In 2003, Groenen and Poblome adapted the correspondence analysis algorithm to combine seriation with absolute dates and stratigraphic relationships.


Examples


Example 1: Small contextual seriation

The small example below was inspired by Flinders Petrie's serial ordering of Egyptian pottery as published by Renfrew and Bahn (1996, p. 117). The raw data are stored in an unsorted binary
contingency table In statistics, a contingency table (also known as a cross tabulation or crosstab) is a type of table in a matrix format that displays the (multivariate) frequency distribution of the variables. They are heavily used in survey research, business ...
indicating which design style can be found in which context by a star symbol. For example, consider the first column: context 3 contains the design styles ''blackrim'', ''bottle'', and ''handle''. A ''beaker'' is contained in contexts 1 and 2. Contextual seriation sorts the design styles and the contexts in such a way that the star symbols are found as close as possible to the diagonal of the table. Of course, for a small examples like this, no computer programs are needed to find the best ordering, but for larger data sets like the 900 graves studied by Petrie they are extremely helpful.


Example 2: Simulated data, seriation and correspondence analysis

The data presented in this example was simulated by WinBasp. Initially 60 contexts (called units in WinBasp) were created along with 50 types. The contexts were labeled in chronological order by numbers 01 to 60, the types are labeled in the form T00001 to T00050. If a type is represented by one object only this object is not relevant for the chronological sequence as it does not provide a link to another context. Similarly, contexts containing one object only are irrelevant for seriation. Therefore, the contexts with one or no object and types represented by one object or not at all were eliminated. The resulting raw simulated data consisting of 43 contexts and 34 types are shown on the left. As expected, the dots indicating the occurrence of a type in a context are close to the diagonal of the table. The image on the right hand side shows the result of the seriation for this data set. Note that the dots are even more compact along the diagonal of the table compared to the raw data. This shows a minor problem of seriation: In fact, the intervals of production may be somewhat longer than those calculated by the algorithm. In general, the sequences of contexts and types calculated by a seriation algorithm are not the correct chronological sequences but they are fairly close. The image above shows the scatterplot with the typical parabola shape of the first two axes of a
correspondence analysis Correspondence analysis (CA) is a multivariate statistical technique proposed by Herman Otto Hartley (Hirschfeld) and later developed by Jean-Paul Benzécri. It is conceptually similar to principal component analysis, but applies to categorical ra ...
for the contexts of the simulated data set.


Example 3: Ideal data, seriation and correspondence analysis

The contingency table shows 29 contexts with ideal seriation data as created by Kendall and Jensen & Høilund Nielsen (see above). With each new context a new type appears and another type disappears. For this regular data, it seems reasonable to assume constant time intervals for contexts adjacent in time. The correspondence analysis results shown in the figures below were calculated on the basis of 49 contexts with ideal seriation data. The scatterplot of the first two correspondence analysis axes shows the typical parabola shape. The display of the scores on the first and the third axes exhibits points lying on a third degree polynomial curve. Similarly, the plot of the scores on the first and the fourth axes will show a fourth degree polynomial for ideal data – and so on. Note that the distances of the scores for adjacent contexts on the first axis vary: At the beginning and the end, the distances are extremely small, the largest distances in the centre is about 30 times as large as the smallest distance. Hill and Gauch (1979) created a similar contingency table with a regular structure with each context containing six types. They note, too, that the within-context distances are smaller at the ends than in the middle. This was one of the reasons why they proposed an adjustment which is called
detrended correspondence analysis Detrended correspondence analysis (DCA) is a multivariate statistical technique widely used by ecologists to find the main factors or gradients in large, species-rich but usually sparse data matrices that typify ecological community data. DCA is f ...
. Nevertheless, some archaeologists think that a
linear transformation In mathematics, and more specifically in linear algebra, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a Map (mathematics), mapping V \to W between two vect ...
of the scores on the first axis on the basis of some known absolute dates will create good estimates for the unknown absolute dates, and this approach is the basis of the method presented by Groenen and Poblome (see above) to combine relative and absolute dates. This ideal example shows that a linear transformation might not be appropriate in all cases, though a simulation study by van de Velden, Groenen and Poblome comes to the conclusion that the predictions of the approach are quite good. van de Velden, M., Groenen, P. J. F., Poblome, J. (2007). ''Seriation by constrained correspondence analysis: a simulation study.'' Econometric Institute Report EI 2007-40.


Archaeological sequence

The archaeological sequence (or sequence) for short, on a specific
archaeological site An archaeological site is a place (or group of physical sites) in which evidence of past activity is preserved (either prehistoric or historic or contemporary), and which has been, or may be, investigated using the discipline of archaeology an ...
can be defined on two levels of rigour. # Normally it is adequate to equate it to
archaeological record The archaeological record is the body of physical (not written) evidence about the past. It is one of the core concepts in archaeology, the academic discipline concerned with documenting and interpreting the archaeological record. Archaeological th ...
. However, the two terms are not exactly interchangeable. The term 'Archaeological record' is broader in its meaning and can be applied to artifacts and other evidence such as Biofacts and
Manuport A manuport is a natural object that has been deliberately taken from its original environment and relocated without further modification. Typically moved by human hand, some manuports are the result of other hominins. Common manuports include stones ...
s as well as to the stratigraphy of a site. Also, the terms Archaeological sequence and Archaeological stratigraphy are closely related and somewhat interchangeable. These colloquial uses of the term are normal in conversation but: # The term 'sequence' when narrowly defined, and used in a serious piece of writing, refers to the
stratigraphy Stratigraphy is a branch of geology concerned with the study of rock layers (strata) and layering (stratification). It is primarily used in the study of sedimentary and layered volcanic rocks. Stratigraphy has three related subfields: lithostra ...
of a given site or any discrete part of the
archaeological record The archaeological record is the body of physical (not written) evidence about the past. It is one of the core concepts in archaeology, the academic discipline concerned with documenting and interpreting the archaeological record. Archaeological th ...
as revealed by stratification. It is a succession of
Archaeological context This page is a glossary of archaeology, the study of the human past from material remains. A B C D E F ...
s, such that the relationships between them create the sequence chronologically by virtue of their stratigraphic relationships. In other words, the events causing the stratigraphic contexts to be deposited happened one after another, in an order which can be determined from study of the several contexts. It is this sequence of events which is the archaeological sequence.


See also

* *
Archaeological context This page is a glossary of archaeology, the study of the human past from material remains. A B C D E F ...
* * Excavation *
Harris matrix The Harris matrix is a tool used to depict the temporal succession of archaeological contexts and thus the sequence of depositions and surfaces on a 'dry land' archaeological site, otherwise called a 'stratigraphic sequence'. The matrix reflect ...
* *
Ordination (statistics) Ordination or gradient analysis, in multivariate analysis, is a method complementary to data clustering, and used mainly in exploratory data analysis (rather than in hypothesis testing). Ordination orders objects that are characterized by values ...
– same objective as seriation in archaeology, but mainly used in ecology * Reverse stratigraphy *
Sequence In mathematics, a sequence is an enumerated collection of objects in which repetitions are allowed and order matters. Like a set, it contains members (also called ''elements'', or ''terms''). The number of elements (possibly infinite) is call ...
– Stratigraphy of the archaeological record, used as part of the 'seriation' method of relative dating *


Notes


References

* Baxter, M. (2003). ''Statistics in Archaeology''. London: Arnold. . * Fagan, B. (2005). ''Ancient North America''. London: Thames & Hudson Ltd. * Janssen, U.: Die frühbronzezeitlichen Gräberfelder von Halawa, Shamseddin, Djerniye, Tawi und Wreide am Mittleren Euphrat. Versuch einer Datierung und Deutung sozialer Strukturen anhand multivariater statistischer Verfahren (Korrespondenzanalyse und Seriation). Ugarit Forschungen 34, Münster 2002. * Jensen, C.K. and K. Høilund Nielsen (1997). Burial Data and Correspondence Analysis. In Jensen, C.K. and K. Høilund Nielsen (eds.) ''Burial and Society: The Chronological and Social Analysis of Archaeological Burial Data''. Aarhus University Press, pp. 29–61. . * Kendall, D.G. (1971). "Seriation from abundance matrices". In ''Mathematics in the Archaeological and Historical Sciences''. Edited by F. R. Hodson, D. G. Kendall, and P. Tautu, pp. 215–252. Edinburgh: Edinburgh University Press. . * Lock, G. (2003). ''Using Computers in Archaeology: towards virtual pasts''. London: Routledge. . *O'Brien, Michael J. and R. Lee Lyman (1999). ''Seriation, Stratigraphy, and Index Fossils: The Backbone of Archaeological Dating''. New York: Plenum Press. . *Renfrew, C. and Bahn, P. (1996). ''Archaeology. Theories, Methods, and Practice''. London: Thames and Hudson Ltd. . *Siegmund, F. (2015). ''How to perform a correspondence analysis. A short guide to archaeological practice''. Charleston SC: CreateSpace. 2015. .


External links


WINBASP – Seriation program (Windows)

CAPCA – Excel based seriation program (Windows)

R-package seriation (Windows/Linux/OS X)

PAST 3.x
A free software by Øyvind Hammer (Oslo), which calculates a correspondence analysis, a detrended CA, or a canonical CA.

{{Chronology Archaeological terminology Methods in archaeology