Mining Complex Networks

ISBN-13: 9781032112039 / Angielski / Twarda / 2021 / 264 str.

Bogumil Kaminski; Pawel Pralat; Francois Theberge

Opis

This book concentrates on mining networks, a subfield within data science. Mining complex networks to understand the principles governing the organization and the behaviour of such networks is crucial for a broad range of fields of study.

Spis treści

Preface
I Core Material

1.Graph Theory
2.Random Graph Models
3.Centrality Measures
4.Degree Correlations
5.Community Detection
6.Graph Embeddings
7.Hypergraphs

II Complementary Material

8.Detecting Overlapping Communities
9.Embedding Graphs
10.Network Robustness
11.Road Networks