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Multilayer Networks

Regionalisation and cross-region integration. Twin dynamics in the automotive international trade networks

The paper analyses the changes that occurred over 25 years in the geography of trade in automotive parts and components. Using the Infomap multilayer clustering algorithm, we …

Journal
Margherita Russo, Fabrizio Alboni, Jorge Carreto Sanginés, Manlio De Domenico et al.
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The rise and fall of countries in the global value chains

Countries become global leaders by controlling international and domestic transactions connecting geographically dispersed production stages. We model global trade as a multi-layer …

Journal
Luiz G. A. Alves, Giuseppe Mangioni, Francisco A. Rodrigues, Pietro Panzarasa et al.
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The Changing Shape of the World Automobile Industry: A Multilayer Network Analysis of International Trade in Components and Parts

Journal
Margherita Russo, Fabrizio Alboni, Jorge Carreto Sanginés, Manlio De Domenico et al.
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mGNN: Generalizing the Graph Neural Networks to the Multilayer Case

Networks are a powerful tool to model complex systems, and the definition of many Graph Neural Networks (GNN), Deep Learning algorithms that can handle networks, has opened a new …

Preprint
Marco Grassia, Manlio De Domenico, Giuseppe Mangioni
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Modularity in Multilayer Networks Using Redundancy-Based Resolution and Projection-Based Inter-Layer Coupling

The generalized version of modularity for multilayer networks, a.k.a. multislice modularity, is characterized by two model parameters, namely resolution factor and inter-layer …

Journal
Alessia Amelio, Giuseppe Mangioni, Andrea Tagarelli
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Multilayer Flows in Molecular Networks Identify Biological Modules in the Human Proteome

A variety of complex systems exhibits different types of relationships simultaneously that can be modeled by multiplex networks. A typical problem is to determine the community …

Journal
Giuseppe Mangioni, Giuseppe Jurman, Manlio De Domenico
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The nested structural organization of the worldwide trade multi-layer network

Nestedness has traditionally been used to detect assembly patterns in meta-communities and networks of interacting species. Attempts have also been made to uncover nested …

Journal
Luiz G. A. Alves, Giuseppe Mangioni, Isabella Cingolani, Francisco Aparecido Rodrigues et al.
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Unfolding the Complexity of the Global Value Chain: Strength and Entropy in the Single-Layer, Multiplex, and Multi-Layer International Trade Networks

The worldwide trade network has been widely studied through different data sets and network representations with a view to better understanding interactions among countries and …

Journal
Luiz G A. Alves, Giuseppe Mangioni, Francisco A Rodrigues, Pietro Panzarasa et al.
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Identifying the community structure of the food-trade international multi-network

Achieving international food security requires improved understanding of how international trade networks connect countries around the world through the import-export flows of food …

Journal
Sofia Torreggiani, Giuseppe Mangioni, Michael J Puma, Giorgio Fagiolo
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Identifying the community structure of the international-trade multi-network

We study the community structure of the multi-network of commodity-specific trade relations among world countries over the 19922003 period. We compare structures across commodities …

Journal
Matteo Barigozzi, Giorgio Fagiolo, Giuseppe Mangioni
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