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10 August 2025

Relational Graph Neural Networks (Glossary)

Artificial intelligence Automation Big data and smart data Digital transformation AI Glossary

Relational graph neural networks are at home in the fields of artificial intelligence, big data, smart data and digital transformation. They help to recognise and understand very complex relationships in large data networks.

Imagine you have a huge network of data points - for example, all the suppliers, customers and products in a large company. Relational graph neural networks enable computers to analyse the relationships between these points. They don't just think in pigeonholes, but look at how everything is connected.

A simple example: a company wants to find out which customers have similar purchasing patterns. Relational graph neural networks take the customer data as "nodes" and the joint purchases as "connections" in the so-called graph. The network now learns to recognise patterns in these relationships - for example, which customer may soon need a certain product.

This technology is used to gain completely new insights from data, improve forecasts and facilitate decision-making - from industry to online shops.

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written by:

Sanjay Sauldie

Sanjay Sauldie is a digital strategist, speaker and developer of the transruption toolkit, which companies can use to make their digital transformation measurable, human and sustainable. With kiROI - the AI-based approach to value creation in the digital age - he helps self-employed people and companies to integrate artificial intelligence into their processes in a practical way. With his outstanding marketing strategy iROI, he has already led countless companies to greater visibility and thus more profits. He combines digital innovation with disruptive thinking models for a sustainable business strategy. He studied mathematics and computer science at the University of Cologne, completed a Master of Science in Digital Disruption at the University of Salford (UK) and a Design Thinking programme at MIT/EMERITUS Singapore. As a multiple award-winning expert - including the Golden Web Award and the Innovation Award of the Initiative Mittelstand - he advises SMEs and corporations. His motto: "Digitalisation is not an end in itself - it must serve people."

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