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Backbone Extraction in Archaeological Similarity Networks: Methodology and a Ceramic Case Study from the Amuq Valley Cover

Backbone Extraction in Archaeological Similarity Networks: Methodology and a Ceramic Case Study from the Amuq Valley

Open Access
|Sep 2026

Figures & Tables

Figure 1

Location of Bronze Age sites analysed in the Amuq Valley. Regional map showing the spatial distribution of the 35 surveyed sites included in the dataset used for the similarity network analysis.

SITERED-BLACK BURNISHED WAREPLAIN SIMPLE WAREWHITE SLIPPED WARESLIPPED WARE
Guzelce1100
Yassiyurt (Sivrice)0010
Pasakoy1100
Koyuncu Hoyuk (Tell Mahmutlu)1100
Kirkhiz Pinar1000
Tell Kizilkaya1100
Tell Baytarli (Toprakli)0010
Akpinar Hoyuk1100
Tell Misir1000
Tell al-Rasm0100
Tell Uzunarab (Bozhoyuk)1100
Karatepe1100
Boztepe1100
Tell Hasanusagi1101
Tell al-Terzi (Terzi Hoyuk)1000
Kucuk Avara (Turhan Bey Ciftlik)1000
Tell Keles1101
Tulul Salihiyyah al-Saghir1000
Halak Tepe (Halaq)1100
Tell Akrad1000
Tell Saluq1000
Besarslan (Tell Hamda)1100
Tell Mastepe (Mastepe)1000
Tell Davutpaia (Daud Pasa)1000
Putoglu (Uctepe)1100
Karaca Khirbet ‘Ali1000
Tell Ermeneia1101
Tell Dhahab (Altin Tepe)1000
Tell Hijar1000
Tabarat al-Akrad (Tell al-Hayey)1000
Temel Kizilkaya1000
Sekizevler (Asgundur)1100
Kucuk Avara (South Çiftlik)0100
Tell Habes (Sultan Merkezi)1000
Cakalli Karakol1000
Figure 2a

Full similarity network derived from ceramic co-occurrence. Network representation of the site–site similarity structure based on the Jaccard index calculated from the bipartite site-by-ceramic category matrix. Nodes represent archaeological sites and edges represent pairwise similarity relations.

Figure 2b

Geographic projection of the complete site–site similarity network over satellite imagery. Nodes are placed at their real-world coordinates in the Amuq Valley; yellow edges represent pairwise Jaccard similarities. Near-complete connectivity spans the full spatial extent of the surveyed sites without forming spatial clusters, indicating regional-scale diffusion rather than localized interaction. The red edge marks the only exclusive tie — Yassıyurt (Sivrice)–Tell Baytarlı (Topraklı), sharing White Slipped Ware (cf. Section 5.3) — which carries the same weight as all others despite its rarity.

Figure s2

Comparison of similarity weight distributions for Jaccard and cosine metrics. Distribution of similarity weights derived from the Jaccard index (binary co-occurrence) and cosine similarity (vector-based measure) calculated from the same bipartite dataset.

Figure 3

Similarity network after application of the GloSS filter. Backbone extraction using the Global Statistical Significance (GloSS) filter did not retain statistically significant edges at conventional significance thresholds, resulting in an empty backbone.

Figure 4

Backbone network extracted using the Disparity Filter (α = 0.05). The Disparity Filter retains no statistically significant edges. The single edge shown, connecting Yassiyurt (Sivrice) and Tell Baytarlı (Topraklı), reflects the exclusive co-occurrence of White Slipped Ware at these two sites: as a pair of degree-one nodes, it falls outside the domain of the disparity measure and is retained by default rather than by statistical significance.

DOI: https://doi.org/10.5334/jcaa.281 | Journal eISSN: 2514-8362
Language: English
Page range: 312 - 328
Submitted on: Mar 11, 2026
Accepted on: Sep 10, 2026
Published on: Sep 22, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services

© 2026 Dario Nincheri, Marco Moderato, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.