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A Data Mining Perspective of XRF Elemental Analysis from Pueblo People’s Pottery

机译:从普韦布洛人的陶器中获取XRF元素分析的数据挖掘视角

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Hierarchichal clustering was used to identify elemental signatures in artifacts attributed to the Pueblo peoples. The artifacts in this study are pottery samples found at different sites in the state of New Mexico, USA. Three methods were applied: complete, average, and Ward. Their corresponding cophenetic correlation coefficients were used to contrast the three methods. Elemental characterization was only based on X-ray fluorescence excitation from a portable spectrometer with silver anode. The elemental correlations here disclosed by data mining techniques are expected to guide further archaelogical studies and assist experts in the assessment of provenance and historical ethnographic studies.
机译:层次聚类用于识别归因于普韦布洛人民的人工制品中的元素签名。这项研究中的文物是在美国新墨西哥州不同地点发现的陶器样品。应用了三种方法:完全,平均和Ward。使用它们对应的显着相关系数来对比这三种方法。元素表征仅基于带有银阳极的便携式光谱仪的X射线荧光激发。数据挖掘技术在这里揭示的元素相关性有望指导进一步的考古学研究,并协助专家评估出处和历史人种学研究。

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