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20112026
most citedPrincipal Component Analysis: A Natural Approach to Data Exploration

509 citations · 2.7k across the 76 of their papers we have counts for

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12 papers · 1 filter

cs.SI2025

Recovering link-weight structure in complex networks with weight-aware random walks

Adilson Vital, Filipi N. Silva, Diego R. Amancio

Using edge weights is essential for modeling real-world systems where links possess relevant information, and preserving this information in low-dimensional representations is rele…

cs.SI2023

Comparing biased random walks in graph embedding and link prediction

Adilson Vital, Filipi N. Silva, Diego R. Amancio

Random walks find extensive application across various complex network domains, including embedding generation and link prediction. Despite the widespread utilization of random wal…

cs.SI2022

Identifying the perceived local properties of networks reconstructed from biased random walks

Lucas Guerreiro, Filipi N. Silva, Diego R. Amancio

Many real-world systems give rise to a time series of symbols. The elements in a sequence can be generated by agents walking over a networked space so that whenever a node is visit…

cs.SI2022★ 1 cited

Recovering network topology and dynamics via sequence characterization

Lucas Guerreiro, Filipi N. Silva, Diego R. Amancio

Sequences arise in many real-world scenarios; thus, identifying the mechanisms behind symbol generation is essential to understanding many complex systems. This paper analyzes sequ…

cs.SI2020★ 17 cited

A comparative analysis of knowledge acquisition performance in complex networks

Lucas Guerreiro, Filipi N. Silva, Diego R. Amancio

Discovery processes have been an important topic in the network science field. The exploration of nodes can be understood as the knowledge acquisition process taking place in the n…

cs.SI2020

Modeling Supply-Chain Networks with Firm-to-Firm Wire Transfers

Thiago C. Silva, Diego R. Amancio, Benjamin M. Tabak

We study a novel economic network (supply chain) comprised of wire transfers (electronic payment transactions) among the universe of firms in Brazil (6.2 million firms). We constru…