Markus Hagenbuchner

Graph Neural Networks for Ranking Web Pages

An artificial neural network model, capable of processing general types of graph structured data, has recently been proposed. This paper applies the new model to the computation...

A self-organizing map for adaptive processing of structured data

Recent developments in the area of neural networks produced models capable of dealing with structured data. Here, we propose the first fully unsupervised model, namely an extens...

A supervised training algorithm for self-organizing maps for structures

A Supervised Self-Organizing Map for Structured Data

The Graph Neural Network Model

Many underlying relationships among data in several areas of science and engineering, e.g., computer vision, molecular chemistry, molecular biology, pattern recognition, and dat...