Social Network Analysis of Ancient Japanese Obsidian Artifacts Reflecting Sampling Bias Reduction

Fumihiro Sakahira, Hiro'omi Tsumura
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Abstract

This study aims to investigate the dynamics of obsidian trade networks during the Jomon period (15,000–2,400 years cal BP), the hunting and gathering era in Japan. To improve regional representation and reduce the distortions caused by small sample sizes, we performed clustering based on a large-scale dataset and conducted social network analysis. The research results revealed that the trade networks during the Jomon period were not constant; they expanded throughout the southern Kanto region during the Middle Jomon period (5,500–4,500 years cal BP) and ceased to function during the Late Jomon period (4,500–3,200 years cal BP). Furthermore, to enhance the readability and inter-pretability of the dataset, we implemented clustering using the density-based spatial clustering of applications with noise (DBSCAN) method. The results showed that in every time division of the Jomon period, the mean intra-cluster cosine similarity of each cluster was higher than the similarity between sites outside the clusters
反映取样偏差减少情况的日本古代黑曜石文物社交网络分析
本研究旨在调查日本狩猎和采集时代绳文时代(公元前 15000-2400 年)黑曜石贸易网络的动态。为了提高区域代表性,减少小样本量造成的失真,我们在大规模数据集的基础上进行了聚类,并进行了社会网络分析。研究结果表明,绳文时代的贸易网络并不是一成不变的;在绳文中期(5500-4500 年(公元前)),贸易网络扩展到整个关东南部地区;在绳文晚期(4500-3200 年(公元前)),贸易网络停止运作。此外,为了提高数据集的可读性和相互可读性,我们使用基于密度的带噪声应用空间聚类(DBSCAN)方法对数据集进行了聚类。结果表明,在绳文时代的每个时间分段中,每个聚类的聚类内余弦相似度平均值均高于聚类外遗址之间的相似度
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