Abstract
The generation of an isotopic map of the reference region featuring local stable isotopic fingerprints requires the application of data mining methods due to the heterogeneity and complexity of the generated data. In this chapter, we explore new techniques to process isotopic data with the ultimate goal of constructing a map of locally characteristic isotopic fingerprints that help predict the places of origin of particular findings and, thus, supports archaeologists in deriving and testing hypotheses. In particular, we propose a new method for feature selection and apply it to a sample dataset of animal bones from the reference region. This application confirms that a multivariate fingerprint is clearly superior over univariate analysis and that the impact of oxygen on the reliability of the fingerprints is not very prominent. These findings confirm that it is possible to explore cremated human material for provenance analysis. Based on these results, we also propose a new spatial clustering method for detecting spatially consistent areas of homogeneous isotopic fingerprints resulting in an isotopic map of the reference region.
Mrs. Ntoutsi was with Ludwig-Maximilians-Universität when the presented work was done.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Bowen GJ (2010) Isoscapes: spatial pattern in isotopic biogeochemistry. Annu Rev Earth Planet Sci 38:161–187
Bumsted M (1981) The potential of stable carbon isotopes in bioarchaeological anthropology. Biocultural adaptation—comprehensive approaches to skeletal analyses, pp 108–127
Dempster AP, Laird NM, Rubin DB (1977) Maximum likelihood from incomplete data via the EM algorithm. J R Stat Soc Ser B Methodolol 39:1–38
DeNiro M (1985) Postmortem preservation and alteration of in vivo bone collagen isotope ratios in relation to palaeodietary reconstruction. Nature 317:806–809
Ericson J (1985) Strontium isotope characterization in the study of prehistoric human ecology. J Hum Evol 14:503–514
Grupe G, Price TD, Schröter P, Söllner F, Johnson CM, Beard BL (1997) Mobility of Bell Beaker people revealed by strontium isotope ratios of tooth and bone: a study of southern Bavarian skeletal remains. Appl Geochem 12:517–525
Guyon I, Elisseeff A (2003) An introduction to variable and feature selection. J Mach Learn Res 3:1157–1182
Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH (2015) EM. http://weka.sourceforge.net/doc.dev/weka/clusterers/EM.html. Accessed 10 Mar 2015
Hubert L, Arabie P (1985) Comparing partitions. J Classif 2(1):193–218
Kern Z, Kohán B, Leuenberger M (2014) Precipitation isoscape of high reliefs: interpolation scheme designed and tested for monthly resolved precipitation oxygen isotope records of an Alpine domain. Atmos Chem Phys 14:1897–1907
Milligan GW, Cooper MC (1987) Methodology review: clustering methods. Appl Psychol Meas 11(4):329–354
Molleson TI, Eldridge D, Gale N (1986) Identification of lead sources by stable isotope ratios in bones and lead from Poundbury Camp, Dorset. Oxf J Archaeol 5:249–253
Norr L (1984) Prehistoric subsistence and health status of coastal peoples from the Panamanian Isthmus of lower Central America. Paleopathology at the origins of agriculture, pp 463–480
Rand WM (1971) Objective criteria for the evaluation of clustering methods. J Am Stat Assoc 66(336):846–850
Schoeninger MJ, DeNiro M, Tauber H (1983) Stable nitrogen isotope ratios of bone collagen reflects marine and terrestrial components of prehistoric human diet. Science 220:1380–1383
Schwarz HP, Melbye J, Katzenberg MA, Knyf M (1985) Stable isotopes in human skeletons of southern Ontario: reconstructing paleodiet. J Archaeol Sci 12:187–206
Vinh NX, Epps J, Bailey J (2010) Information theoretic measures for clusterings comparison: variants, properties, normalization and correction for chance. J Mach Learn Res 11:2837–2854
Vogel J, van der Merwe N (1977) Isotopic evidence for early maize cultivation in New York state. Am Antiq 42:238–242
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this chapter
Cite this chapter
Mauder, M., Ntoutsi, E., Kröger, P., Kriegel, HP. (2017). The Isotopic Fingerprint: New Methods of Data Mining and Similarity Search. In: Grupe, G., Grigat, A., McGlynn, G. (eds) Across the Alps in Prehistory. Springer, Cham. https://doi.org/10.1007/978-3-319-41550-5_5
Download citation
DOI: https://doi.org/10.1007/978-3-319-41550-5_5
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-41548-2
Online ISBN: 978-3-319-41550-5
eBook Packages: Biomedical and Life SciencesBiomedical and Life Sciences (R0)