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What is centrality and periphery in global history? It turns out that graph theory, formal network analysis, is all about finding ways to calculate centrality in graphs. How then to make the link between graph theory and historical networks? [HD, English Subtitles and Chapters available] Keynote lecture given during the international conference "Cultural Organizations: Between the Local and the Global (1880s-1960s)" on November 18 (2020) at the Universitat Oberta de Catalunya, Barcelona. -- Contents -- 00:00 Foreword 01:18 Introduction: Intellectual cooperation 03:42 Introduction: Centralities and peripheries 07:04 Introduction: Scaling 08:16 Graph theory: An example 10:42 Graph theory: Contextualize a relationship 11:45 Graph reading 13:54 Centrality measures 15:58 Introduction to historical networks 18:48 The network of Intellectual cooperation 21:36 Analysis scenarios 24:15 Modeling a multilayer system 26:58 Creating an institutional topography 28:20 Multilayer analysis of the networks of Marie Curie and Albert Einstein 29:37 Calculating graph metrics 32:15 New facets: time and themes 34:06 Conclusion 36:04 References The visualizations used in this presentation come from the following publications: Grandjean, Martin, « A Conceptual Framework for Multilayer Historical Networks », Workflows for the Digital Humanities, DARIAH-CH Proceedings, 2020. PDF: https://halshs.archives-ouvertes.fr/h... Grandjean, Martin and Jacomy, Mathieu, « Translating Networks: Assessing Correspondence Between Network Visualisation and Analytics », in Digital Humanities 2019, Utrecht, 2019. PDF: https://halshs.archives-ouvertes.fr/h... Grandjean, Martin, Les réseaux de la coopération intellectuelle. La Société des Nations comme actrice des échanges scientifiques et culturels dans l’entre-deux-guerres, Lausanne : Université de Lausanne, 2018, 600 p. PDF: https://halshs.archives-ouvertes.fr/t... Grandjean, Martin, « Analisi e visualizzazioni delle reti in storia. L’esempio della cooperazione intellettuale della Societa delle Nazioni », Memoria e Ricerca, 55, 2, 2017, p. 371‑393. French PDF: https://halshs.archives-ouvertes.fr/h... Data is accessible and reusable: Grandjean, Martin, The Network of Intellectual Cooperation, Data set, 2018, github.com/grandjeanmartin/intellectual-cooperation (DOI 10.5281/zenodo.1257287).