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Hyperdimensional computing is a promising novel paradigm for low-power embedded machine learning.
“Hyperdimensional Computing for Blind and One-Shot Classification of EEG Error-Related Potentials”
Abbas Rahimi et al · 1969
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“PhysioBank, PhysioToolkit, and PhysioNet” Publisher: American Heart Association
Goldberger Ary L. et al · 2000
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“Fundamental of EEG Measurement”
Michal Teplan · 2002
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“Seizure prediction: the long and winding road”
Florian Mormann et al · 2007
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“Principal Component Analysis-Enhanced Cosine Radial Basis Function Neural Network for Robust Epilepsy and Seizure Detection” Conference Name: IEEE Transactions on Biomedical Engineering
S. Ghosh-Dastidar et al · 2007
Earlier work this paper cites.
“Hyperdimensional Computing: An Introduction to Computing in Distributed Representation with High-Dimensional Random Vectors”
Pentti Kanerva · 2009
Earlier work this paper cites.
“Application of machine learning to epileptic seizure onset detection and treatment”, 2009
Ali Shoeb · 2009
Earlier work this paper cites.
“Continuous monitoring of electrodermal activity during epileptic seizures using a wearable sensor” ISSN: 1558-4615
M. Poh et al · 2010
Earlier work this paper cites.
“Evidence-based review on the natural history of the epilepsies”
Dieter Schmidt and Matti Sillanpää · 2012
Cited alongside, same era.
“Detection of generalized tonic–clonic seizures by a wireless wrist accelerometer: A prospective, multicenter study” _eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/epi.12120
Sándor Beniczky et al · 2013
Cited alongside, same era.
“Hyperdimensional biosignal processing: A case study for EMG-based hand gesture recognition”
A. Rahimi et al · 2016
Cited alongside, same era.
“High-Dimensional Computing as a Nanoscalable Paradigm” Conference Name: IEEE Transactions on Circuits and Systems I: Regular Papers
Abbas Rahimi et al · 2017
Cited alongside, same era.
“VoiceHD: Hyperdimensional Computing for Efficient Speech Recognition”
Mohsen Imani et al · 2017
Cited alongside, same era.
“Seizure detection by convolutional neural network-based analysis of scalp electroencephalography plot images”
Ali Emami et al · 2019
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“Hyperdimensional Computing-based Multimodality Emotion Recognition with Physiological Signals”
En-Jui Chang et al · 2019
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“Objective evaluation metrics for automatic classification of EEG events” arXiv: 1712.10107
Saeedeh Ziyabari et al · 2019
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“Hyperdimensional Computing With Local Binary Patterns: One-Shot Learning of Seizure Onset and Identification of Ictogenic Brain Regions Using Short-Time iEEG Recordings”
Alessio Burrello et al · 2019
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“Detection of Epileptic Seizures from Surface EEG Using Hyperdimensional Computing” ISSN: 2694-0604
F. Asgarinejad et al · 2020
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“e-Glass: A Wearable System for Real-Time Detection of Epileptic Seizures” ISSN: 2379-447X
Dionisije Sopic et al · 2018
Cited alongside, same era.
“One-shot Learning for iEEG Seizure Detection Using End-to-end Binary Operations: Local Binary Patterns with Hyperdimensional Computing”
Alessio Burrello et al · 2018
Cited alongside, same era.
“Efficient Biosignal Processing Using Hyperdimensional Computing: Network Templates for Combined Learning and Classification of ExG Signals”
A. Rahimi et al · 2018
Cited alongside, same era.
“Robust Epileptic Seizure Detection on Wearable Systems with Reduced False-Alarm Rate”
Renato Zanetti et al · 2020
Later among the works it cites.
“Validation of Temporal Scoring Metrics for Automatic Seizure Detection” ISSN: 2473-716X
V. Shah et al · 2020
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