Uncovering multi-technology convergence patterns with hypergraphs: Evolution and prediction using patent data

Yiwei Huang

doi:10.1016/j.physa.2025.131162

Uncovering multi-technology convergence patterns with hypergraphs: Evolution and prediction using patent data

2025-12-05

0

PRE

AI

DOI：10.1016/j.physa.2025.131162

Original

Original request for help

Save

Abstract

En 中文

• This study introduces a novel hypergraph framework to model and forecast technology convergence. • The framework incorporates a probabilistic null model to identify statistically significant convergence. • Analysis reveals a historical shift from chemistry-led to computing-led convergence. • We develop structural, semantic and intrinsic features for hyperedge prediction. • The research uses explainable AI to generate actionable innovation policy insights.

Uncovering multi-technology convergence patterns with hypergraphs: Evolution and prediction using patent data

Abstract

Journal

Organization