Learning from hypervectors: A survey on hypervector encoding

S Aygun, MS Moghadam, MH Najafi… - arXiv preprint arXiv …, 2023 - arxiv.org
Hyperdimensional computing (HDC) is an emerging computing paradigm that imitates the
brain's structure to offer a powerful and efficient processing and learning model. In HDC, the …

Robust clustering using hyperdimensional computing

L Ge, KK Parhi - IEEE Open Journal of Circuits and Systems, 2024 - ieeexplore.ieee.org
This paper addresses the clustering of data in the hyperdimensional computing (HDC)
domain. In prior work, an HDC-based clustering framework, referred to as HDCluster, has …

HEAL: Brain-inspired Hyperdimensional Efficient Active Learning

Y Ni, Z Zou, W Huang, H Chen, WY Chung… - arXiv preprint arXiv …, 2024 - arxiv.org
Drawing inspiration from the outstanding learning capability of our human brains,
Hyperdimensional Computing (HDC) emerges as a novel computing paradigm, and it …

Hyperdimensional Computing based Classification and Clustering: Applications to Neuropsychiatric Disorders

L Ge - 2023 - conservancy.umn.edu
Since its introduction in 1988, hyperdimensional computing (HDC), also referred to as vector
symbolic architecture (VSA), has attracted significant attention. Using hypervectors as …

Cognitive Computing and System Analysis of Seven Times Pass Method Applications and Its Significance

X Wu, X Zou - … Conference on Cognitive Computation and Systems, 2022 - Springer
The aim is to further explore the cognitive computing and system design of the Seven Times
Pass method application by combining the learning method with the eight-person group …