Eramic types found in grave lots allowed him to reconstruct both the history of ceramics and arrange the grave lots in chronological order. As in all seriation, the product was just an order; one had to determine independently (usually through PX-478 site superposition) which end of the order was most recent. Alfred L. Kroeber [52] is credited with stimulating the American development. Kroeber did not cite Petrie’s work, and likely developed his version of seriation independently. The form and context of Kroeber’s proposal are dramatically different from Petrie’s and points strongly for an independent origin. Indeed, even in his seminal “Zuni Potsherds” (1916) paper Kroeber describes how the idea of extracting chronology from type composition occurred to him as he observed variability in pottery decoration among Southwestern pueblo deposits. The primitive seriation proposed by Kroeber was quickly amended by Leslie Spier, Alfred V. Quisinostat cost Kidder and Nels C. Nelson all of whom were conducting stratigraphic excavations in the American Southwest [7, 50, 52?4]. This group of researchers all noticed that when ceramics were described in a particular way–called “stylistic” by Kidder [7]–the temporal distribution of the types took the form of “normal curves.” Coupled with Kroeber’s initial insight, it was apparent that a series of assemblages collected from the surface or otherwise undated could be arranged in chronological order by rearranging them so that all type distributions approximated “normal curves” simultaneously.PLOS ONE | DOI:10.1371/journal.pone.0124942 April 29,3 /The IDSS Frequency Seriation AlgorithmAs powerful as seriation proved to be, these early formulations were entirely intuitive and based on the generalization that greater temporal differences between assemblages caused larger differences between frequencies of decorated types. The shape of the curves that led to the ability to order assemblages were not justified and even the terms used were ad hoc: the distributions were not “normal” in a statistical sense. Since knowledge of rates of change was impossible, all that one could say about the characteristic distributions were that they were unimodal in that they had a single peak frequency and decreased in value away from the peak in both directions. Furthermore, there was little interest in figuring out why the characteristic distributions occurred. It was enough that they did and could be used to order assemblages. Rationalization was limited to rephrasing the frequency observations as “popularity,” and an answer to the question why did stylistic types display “normal distributions” was that styles simply increased in popularity until they reached a peak and then declined. Such statements are, of course, just descriptions of the observed frequencies and represent, moreover, the selection of simply one type of distribution that the popularity of styles can take. Seriation thus was based on an empirical generalization about the distribution of stylistic classes through time. Almost all of the early work involved frequencies of stylistic (historical) pottery classes used as attributes of assemblages, the assemblages being groups of artifacts, usually but not always, pottery. But as Petrie’s work showed, the groups ordered might be objects, i.e., groups of attributes. Descriptions used for assemblages were frequencies of historical classes; those for objects were presence/absence tabulations. By the 1930s, use of the method had spread from th.Eramic types found in grave lots allowed him to reconstruct both the history of ceramics and arrange the grave lots in chronological order. As in all seriation, the product was just an order; one had to determine independently (usually through superposition) which end of the order was most recent. Alfred L. Kroeber [52] is credited with stimulating the American development. Kroeber did not cite Petrie’s work, and likely developed his version of seriation independently. The form and context of Kroeber’s proposal are dramatically different from Petrie’s and points strongly for an independent origin. Indeed, even in his seminal “Zuni Potsherds” (1916) paper Kroeber describes how the idea of extracting chronology from type composition occurred to him as he observed variability in pottery decoration among Southwestern pueblo deposits. The primitive seriation proposed by Kroeber was quickly amended by Leslie Spier, Alfred V. Kidder and Nels C. Nelson all of whom were conducting stratigraphic excavations in the American Southwest [7, 50, 52?4]. This group of researchers all noticed that when ceramics were described in a particular way–called “stylistic” by Kidder [7]–the temporal distribution of the types took the form of “normal curves.” Coupled with Kroeber’s initial insight, it was apparent that a series of assemblages collected from the surface or otherwise undated could be arranged in chronological order by rearranging them so that all type distributions approximated “normal curves” simultaneously.PLOS ONE | DOI:10.1371/journal.pone.0124942 April 29,3 /The IDSS Frequency Seriation AlgorithmAs powerful as seriation proved to be, these early formulations were entirely intuitive and based on the generalization that greater temporal differences between assemblages caused larger differences between frequencies of decorated types. The shape of the curves that led to the ability to order assemblages were not justified and even the terms used were ad hoc: the distributions were not “normal” in a statistical sense. Since knowledge of rates of change was impossible, all that one could say about the characteristic distributions were that they were unimodal in that they had a single peak frequency and decreased in value away from the peak in both directions. Furthermore, there was little interest in figuring out why the characteristic distributions occurred. It was enough that they did and could be used to order assemblages. Rationalization was limited to rephrasing the frequency observations as “popularity,” and an answer to the question why did stylistic types display “normal distributions” was that styles simply increased in popularity until they reached a peak and then declined. Such statements are, of course, just descriptions of the observed frequencies and represent, moreover, the selection of simply one type of distribution that the popularity of styles can take. Seriation thus was based on an empirical generalization about the distribution of stylistic classes through time. Almost all of the early work involved frequencies of stylistic (historical) pottery classes used as attributes of assemblages, the assemblages being groups of artifacts, usually but not always, pottery. But as Petrie’s work showed, the groups ordered might be objects, i.e., groups of attributes. Descriptions used for assemblages were frequencies of historical classes; those for objects were presence/absence tabulations. By the 1930s, use of the method had spread from th.