Types and Properties of Networks

Jul 31, 2024

Network and Types of Networks

Definition of a Network

  • Networks are referred to as graphs.
  • Use of nodes and links.

Types of Networks

1. Random Networks

  • Each node is connected randomly to another node.
  • Basic properties of Erdős–Rényi graphs.
  • Agents connect with nodes in their vicinity.

2. Scale-Free Networks

  • Consist of nodes with many links.
  • One node connects to as many nodes as possible.

3. Small-World Networks

  • Known as regular networks.
  • Measured based on average path length and average all-pairwise distances.

Network Properties

  • Clustering Capability: How nodes connect with each other.
  • Measuring clustering in the form of cliques.

Further Research on Networks

  • Network extension: Various mathematical models like clustering to efficiency and various centralities.

Note

  • For more information about agents, refer to Chapter 5 in the IABM folder.
  • The code for network configuration is available there.

These notes help in understanding different types of networks and their properties.