DeepAI AI Chat
Log In Sign Up

All the World's a (Hyper)Graph: A Data Drama

by   Corinna Coupette, et al.

We introduce Hyperbard, a dataset of diverse relational data representations derived from Shakespeare's plays. Our representations range from simple graphs capturing character co-occurrence in single scenes to hypergraphs encoding complex communication settings and character contributions as hyperedges with edge-specific node weights. By making multiple intuitive representations readily available for experimentation, we facilitate rigorous representation robustness checks in graph learning, graph mining, and network analysis, highlighting the advantages and drawbacks of specific representations. Leveraging the data released in Hyperbard, we demonstrate that many solutions to popular graph mining problems are highly dependent on the representation choice, thus calling current graph curation practices into question. As an homage to our data source, and asserting that science can also be art, we present all our points in the form of a play.


page 5

page 8


Deep Learning for Learning Graph Representations

Mining graph data has become a popular research topic in computer scienc...

A Survey on Fairness for Machine Learning on Graphs

Nowadays, the analysis of complex phenomena modeled by graphs plays a cr...

Learning Representations for Hyper-Relational Knowledge Graphs

Knowledge graphs (KGs) have gained prominence for their ability to learn...

Representation Mixing for TTS Synthesis

Recent character and phoneme-based parametric TTS systems using deep lea...

On the Equivalence Between Temporal and Static Graph Representations for Observational Predictions

In this work we formalize the (pure observational) task of predicting no...

One Graph to Rule them All: Using NLP and Graph Neural Networks to analyse Tolkien's Legendarium

Natural Language Processing and Machine Learning have considerably advan...

A Graph-Based Modeling Framework for Tracing Hydrological Pollutant Transport in Surface Waters

Anthropogenic pollution of hydrological systems affects diverse communit...

Code Repositories