Classification using Hyperdimensional Computing: A Review

Classification using Hyperdimensional Computing: A Review

19 April 2020

Keshab K. Parhi

Papers citing "Classification using Hyperdimensional Computing: A Review"

16 / 16 papers shown

Title
On Design Choices in Similarity-Preserving Sparse Randomized Embeddings Denis Kleyko D. Rachkovskij 76 0 0 28 Jan 2025
HyperEmbed: Tradeoffs Between Resources and Performance in NLP Tasks with Hyperdimensional Computing enabled Embedding of n-gram Statistics Pedro Alonso Kumar Shridhar Denis Kleyko Evgeny Osipov Marcus Liwicki 38 22 0 03 Mar 2020
A comparison of Vector Symbolic Architectures Kenny Schlegel Peer Neubert P. Protzel 53 110 0 31 Jan 2020
QubitHD: A Stochastic Acceleration Method for HD Computing-Based Machine Learning Samuel Bosch Alexander Sanchez de la Cerda Mohsen Imani Tajana Simunic G. Micheli 49 8 0 27 Nov 2019
Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks Denis Kleyko Mansour Kheffache E. P. Frady U. Wiklund Evgeny Osipov 36 45 0 19 Sep 2019
In-memory hyperdimensional computing G. Karunaratne Manuel Le Gallo G. Cherubini Luca Benini Abbas Rahimi Abu Sebastian 61 250 0 04 Jun 2019
Exploring Embedding Methods in Binary Hyperdimensional Computing: A Case Study for Motor-Imagery based Brain-Computer Interfaces Michael Hersche José del R. Millán Luca Benini Abbas Rahimi 29 17 0 13 Dec 2018
Hyperdimensional Computing Nanosystem Abbas Rahimi Tony F. Wu Haitong Li J. Rabaey H. Wong M. Shulaker S. Mitra 15 8 0 23 Nov 2018
One-shot Learning for iEEG Seizure Detection Using End-to-end Binary Operations: Local Binary Patterns with Hyperdimensional Computing Luca Bompani Kaspar Anton Schindler Luca Benini Abbas Rahimi 28 94 0 06 Sep 2018
Hardware Optimizations of Dense Binary Hyperdimensional Computing: Rematerialization of Hypervectors, Binarized Bundling, and Combinational Associative Memory Manuel Schmuck Luca Benini Abbas Rahimi 27 73 0 20 Jul 2018
An EMG Gesture Recognition System with Flexible High-Density Sensors and Brain-Inspired High-Dimensional Classifier Ali Moin Andy Zhou Abbas Rahimi Simone Benatti Alisha Menon ... Yasser Khan F. Burghardt Luca Benini A. Arias J. Rabaey 23 91 0 28 Feb 2018
Hyper-dimensional computing for a visual question-answering system that is trainable end-to-end Guglielmo Montone J. O'Regan A. Terekhov 23 13 0 28 Nov 2017
Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware Denis Kleyko E. P. Frady Mansour Kheffache Evgeny Osipov 57 37 0 01 Jun 2017
The High-Dimensional Geometry of Binary Neural Networks Alexander G. Anderson C. P. Berg MQ 57 75 0 19 May 2017
Representing Objects, Relations, and Sequences Stephen I. Gallant T. W. Okaywe 45 98 0 29 Jan 2015
Holographic Graph Neuron: a Bio-Inspired Architecture for Pattern Processing Denis Kleyko Evgeny Osipov A. Senior Asad I. Khan Y. Şekercioğlu 40 69 0 15 Jan 2015