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The healthcare landscape is moving from the reactive interventions focused on symptoms treatment to a more proactive prevention, from one-size-fits-all to personalized medicine, and from centralized to distributed paradigms.
PhysioBank, PhysioToolkit, and PhysioNet
Goldberger Ary L., Amaral Luis A. N., Glass Leon, Hausdorff Jeffrey M., Ivanov Plamen Ch., Mark Roger G., Mietus Joseph E., Moody George B., Peng Chung-Kang, and Stanley H. Eugene · 2000
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Line length: an efficient feature for seizure onset detection
R. Esteller, J. Echauz, T. Tcheng, B. Litt, and B. Pless · 2001
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Seizure prediction: the long and winding road
Florian Mormann, Ralph G. Andrzejak, Christian E. Elger, and Klaus Lehnertz · 2007
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Do prevention or treatment services save money? The wrong debate
Ron Z. Goetzel · 2009
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Application of machine learning to epileptic seizure onset detection and treatment
Ali Hossam Shoeb · 2009
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Personalized medicine: progress and promise
Isaac S. Chan and Geoffrey S. Ginsburg · 2011
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Evidence-based review on the natural history of the epilepsies
Dieter Schmidt and Matti Sillanpää · 2012
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1D-local binary pattern based feature extraction for classification of epileptic EEG signals
Yılmaz Kaya, Murat Uyar, Ramazan Tekin, and Selçuk Yıldırım · 2014
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Hyperdimensional biosignal processing: A case study for EMG-based hand gesture recognition
A. Rahimi, S. Benatti, P. Kanerva, L. Benini, and J. M. Rabaey · 2016
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Wearable and Miniaturized Sensor Technologies for Personalized and Preventive Medicine
Antonio Tricoli, Noushin Nasiri, and Sayan De · 2017
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Online Learning and Classification of EMG-Based Gestures on a Parallel Ultra-Low Power Platform Using Hyperdimensional Computing
Simone Benatti, Fabio Montagna, Victor Kartsch, Abbas Rahimi, Davide Rossi, and Luca Benini · 2019
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Laelaps: An Energy-Efficient Seizure Detection Algorithm from Long-term Human iEEG Recordings without False Alarms
Alessio Burrello, L. Cavigelli, K. Schindler, L. Benini, and Abbas Rahimi · 2019
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Hyperdimensional Computing-based Multimodality Emotion Recognition with Physiological Signals
En-Jui Chang, Abbas Rahimi, Luca Benini, and An-Yeu Andy Wu · 2019
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SemiHD: Semi-Supervised Learning Using Hyperdimensional Computing
Mohsen Imani, Samuel Bosch, Mojan Javaheripi, Bita Rouhani, Xinyu Wu, Farinaz Koushanfar, and Tajana Rosing · 2019
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A Framework for Collaborative Learning in Secure High-Dimensional Space
Mohsen Imani, Yeseong Kim, Sadegh Riazi, John Messerly, Patric Liu, Farinaz Koushanfar, and Tajana Rosing · 2019
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SparseHD: Algorithm-Hardware Co-optimization for Efficient High-Dimensional Computing
Mohsen Imani, Sahand Salamat, Behnam Khaleghi, Mohammad Samragh, Farinaz Koushanfar, and Tajana Rosing · 2019
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Hyperdimensional Computing for Blind and One-Shot Classification of EEG Error-Related Potentials
Abbas Rahimi, Artiom Tchouprina, Pentti Kanerva, José del R. Millán, and Jan M. Rabaey · 2020
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Validation of Temporal Scoring Metrics for Automatic Seizure Detection
V. Shah, I. Obeid, J. Picone, G. Ekladious, R. Iskander, and Y. Roy · 2020
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A review of epileptic seizure detection using machine learning classifiers
Mohammad Khubeb Siddiqui, Ruben Morales-Menendez, Xiaodi Huang, and Nasir Hussain · 2020
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Seizure Detection Using Power Spectral Density via Hyperdimensional Computing
Lulu Ge and Keshab K. Parhi · 2021
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A Framework for Efficient and Binary Clustering in High-Dimensional Space
Alejandro Hernández-Cano, Yeseong Kim, and Mohsen Imani · 2021
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Adaptive EMG-based hand gesture recognition using hyperdimensional computing
Ali Moin, Andy Zhou, S. Benatti, A. Rahimi, G. Alexandrov, Alisha Menon, Senam Tamakloe, J. Ting, N. Yamamoto, Y. Khan, F. Burghardt, A. C. Arias, L. Benini, and J. Rabaey · 2019
Cited alongside, same era.
Healthcare Evolves From Reactive to Proactive
Scott A Waldman and Andre Terzic · 2019
Cited alongside, same era.
Objective evaluation metrics for automatic classification of EEG events
Saeedeh Ziyabari, Vinit Shah, Meysam Golmohammadi, Iyad Obeid, and Joseph Picone · 2019
Cited alongside, same era.
Detection of Epileptic Seizures from Surface EEG Using Hyperdimensional Computing
Fatemeh Asgarinejad, Anthony Thomas, and Tajana Rosing · 2020
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An Ensemble of Hyperdimensional Classifiers: Hardware-Friendly Short-Latency Seizure Detection With Automatic iEEG Electrode Selection
Alessio Burrello, Simone Benatti, Kaspar Schindler, Luca Benini, and Abbas Rahimi · 2020
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In-memory hyperdimensional computing
Geethan Karunaratne, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abbas Rahimi, and Abu Sebastian · 2020
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Una Pale, Tomas Teijeiro, and David Atienza
Cited in the paper.
Mohsen Imani, Zhuowen Zou, Samuel Bosch, Sanjay Anantha Rao, Sahand Salamat, Venkatesh Kumar, Yeseong Kim, and Tajana Rosing · 2021
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Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal Processing
Geethan Karunaratne, Manuel Le Gallo, Michael Hersche, Giovanni Cherubini, Luca Benini, Abu Sebastian, and Abbas Rahimi · 2021
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A wearable biosensing system with in-sensor adaptive machine learning for hand gesture recognition
Ali Moin, Andy Zhou, Abbas Rahimi, Alisha Menon, Simone Benatti, George Alexandrov, Senam Tamakloe, Jonathan Ting, Natasha Yamamoto, Yasser Khan, Fred Burghardt, Luca Benini, Ana C. Arias, and Jan M. Rabaey · 2021
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Systematic Assessment of Hyperdimensional Computing for Epileptic Seizure Detection
Una Pale, T. Teijeiro, and David Atienza Alonso · 2021
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Artificial intelligence-powered decentralized framework for Internet of Things in Healthcare 4.0
Vikram Puri, Aman Kataria, and Vishal Sharma · 2021
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