Hyperdimensional computing: a fast, robust and interpretable paradigm for biological data

no code implementations • 27 Feb 2024 • Michiel Stock, Dimitri Boeckaerts, Pieter Dewulf, Steff Taelman, Maxime Van Haeverbeke, Wim Van Criekinge, Bernard De Baets

Advances in bioinformatics are primarily due to new algorithms for processing diverse biological data sources.

The Hyperdimensional Transform for Distributional Modelling, Regression and Classification

1 code implementation • 14 Nov 2023 • Pieter Dewulf, Bernard De Baets, Michiel Stock

Hyperdimensional computing (HDC) is an increasingly popular computing paradigm with immense potential for future intelligent applications.

Bayesian Inference Classification +2

The Hyperdimensional Transform: a Holographic Representation of Functions

no code implementations • 24 Oct 2023 • Pieter Dewulf, Michiel Stock, Bernard De Baets

We introduce the hyperdimensional transform as a new kind of integral transform.