Data Skeptic

The Louvain Method for Community Detection


Listen Later

Without getting into definitions, we have an intuitive sense of what a "community" is. The Louvain Method for Community Detection is one of the best known mathematical techniques designed to detect communities.

This method requires typical graph data in which people are nodes and edges are their connections. It's easy to imagine this data in the context of Facebook or LinkedIn but the technique applies just as well to any other dataset like cellular phone calling records or pen-pals.

The Louvain Method provides a means of measuring the strength of any proposed community based on a concept known as Modularity. Modularity is a value in the range that measure the density of links internal to a community against links external to the community. The quite palatable assumption here is that a genuine community would have members that are strongly interconnected.

A community is not necessarily the same thing as a clique; it is not required that all community members know each other. Rather, we simply define a community as a graph structure where the nodes are more connected to each other than connected to people outside the community.

It's only natural that any person in a community has many connections to people outside that community. The more a community has internal connections over external connections, the stronger that community is considered to be. The Louvain Method elegantly captures this intuitively desirable quality.

...more
View all episodesView all episodes
Download on the App Store

Data SkepticBy Kyle Polich

  • 4.4
  • 4.4
  • 4.4
  • 4.4
  • 4.4

4.4

475 ratings


More shows like Data Skeptic

View all
The Changelog: Software Development, Open Source by Changelog Media

The Changelog: Software Development, Open Source

290 Listeners

Software Engineering Daily by Software Engineering Daily

Software Engineering Daily

622 Listeners

Talk Python To Me by Michael Kennedy

Talk Python To Me

584 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

302 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

332 Listeners

Y Combinator Startup Podcast by Y Combinator

Y Combinator Startup Podcast

228 Listeners

Practical AI by Practical AI LLC

Practical AI

206 Listeners

Google DeepMind: The Podcast by Hannah Fry

Google DeepMind: The Podcast

203 Listeners

Last Week in AI by Skynet Today

Last Week in AI

306 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

96 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

517 Listeners

MIT Technology Review Narrated by MIT Technology Review

MIT Technology Review Narrated

261 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

131 Listeners

This Day in AI Podcast by Michael Sharkey, Chris Sharkey

This Day in AI Podcast

228 Listeners

The AI Daily Brief: Artificial Intelligence News and Analysis by Nathaniel Whittemore

The AI Daily Brief: Artificial Intelligence News and Analysis

620 Listeners