Search Results for author: Alessandro Muscoloni

Found 4 papers, 1 papers with code

Modular gateway-ness connectivity and structural core organization in maritime network science

1 code implementation29 Mar 2020 Mengqiao Xu, Qian Pan, Alessandro Muscoloni, Haoxiang Xia, Carlo Vittorio Cannistraci

Around 80% of global trade by volume is transported by sea, and thus the maritime transportation system is fundamental to the world economy.

Physics and Society

Angular separability of data clusters or network communities in geometrical space and its relevance to hyperbolic embedding

no code implementations28 Jun 2019 Alessandro Muscoloni, Carlo Vittorio Cannistraci

The second is that ASI can be successfully applied to detect the intrinsic dimensionality of network structures that grow in a hidden geometrical space.

Clustering

Latent Geometry Inspired Graph Dissimilarities Enhance Affinity Propagation Community Detection in Complex Networks

no code implementations12 Apr 2018 Carlo Vittorio Cannistraci, Alessandro Muscoloni

Our results demonstrate that the latent geometry inspired dissimilarity measures we design bring affinity propagation to equal or outperform current state of the art methods for community detection.

Clustering Community Detection

Machine learning meets network science: dimensionality reduction for fast and efficient embedding of networks in the hyperbolic space

no code implementations21 Feb 2016 Josephine Maria Thomas, Alessandro Muscoloni, Sara Ciucci, Ginestra Bianconi, Carlo Vittorio Cannistraci

Complex network topologies and hyperbolic geometry seem specularly connected, and one of the most fascinating and challenging problems of recent complex network theory is to map a given network to its hyperbolic space.

Community Detection Dimensionality Reduction +1

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