# Matrix representation of evolving networks

Source: [Matrix representation of evolving networks](<https://www.sota2.com/research/paper/68fa1e857a2b558e29322d88>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2025-10-23T15:16:13.163Z

Authors: K.Malarz, K.Kulakowski

Published: 2005-01-23T18:06:10.000Z

## Abstract

We present the distance matrix evolution for different types of networks: exponential, scale-free and classical random ones. Statistical properties of these matrices are discussed as well as topological features of the networks. Numerical data on the degree and distance distributions are compared with theoretical predictions.

## Recorded benchmark results

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Original sources and implementation

[Original paper](<https://arxiv.org/abs/cond-mat/0501545>)

[PDF](<https://arxiv.org/pdf/cond-mat/0501545.pdf>)