Gaussian Processes

Systems and Methods for …

U.S. patent application covering systems and methods for co-discovering graphical structure and functional relationships within data (Computational Hypergraph Discovery). Filed November 27, 2024; published May 29, 2025. Assignee: California Institute of Technology. Status: pending.

Codiscovering graphical structure and functional relationships within data: A Gaussian Process framework for connecting the dots
Codiscovering graphical …

Context

This paper introduces Computational Hypergraph Discovery (CHD), a novel method for uncovering unknown functional relationships between variables within datasets, and represent them using a hypergraph.

Computational Hypergraph Discovery

Abstract

Most problems within and beyond the scientific domain can be framed into one of …

Computational Hypergraph …

Talk on Computational Hypergraph Discovery framework for discovering unknown functional relationships in data