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Neuroscientists and neuroengineers have long relied on multielectrode neural recordings to study the brain.
Multivariate imputation by chained equations, 2000
Stef Van Buuren and Catharina GM Oudshoorn · 2000
Earlier work this paper cites.
Learning to control a brain–machine interface for reaching and grasping by primates
Jose M Carmena, Mikhail A Lebedev, Roy E Crist, Joseph E O’Doherty, David M Santucci, Dragan F Dimitrov, Parag G Patil, Craig S Henriquez, Miguel A L Nicolelis, and Idan Segev · 2003
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The treatment of missing values and its effect on classifier accuracy
Edgar Acuna and Caroline Rodriguez · 2004
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Spectral changes in cortical surface potentials during motor movement
Kai J Miller, Eric C Leuthardt, Gerwin Schalk, Rajesh PN Rao, Nicholas R Anderson, Daniel W Moran, John W Miller, and Jeffrey G Ojemann · 2007
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High-performance neuroprosthetic control by an individual with tetraplegia
Jennifer L Collinger, Brian Wodlinger, John E Downey, Wei Wang, Elizabeth C Tyler-Kabara, Douglas J Weber, Angus JC McMorland, Meel Velliste, Michael L Boninger, and Andrew B Schwartz · 2013
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Wavenet: A generative model for raw audio
Aaron van den Oord, Sander Dieleman, Heiga Zen, Karen Simonyan, Oriol Vinyals, Alex Graves, Nal Kalchbrenner, Andrew Senior, and Koray Kavukcuoglu · 2016
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Nearest neighbor imputation algorithms: a critical evaluation
Lorenzo Beretta and Alessandro Santaniello · 2016
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Learning the morphology of brain signals using alpha-stable convolutional sparse coding
Mainak Jas, Tom Dupré la Tour, Umut Simsekli, and Alexandre Gramfort · 2017
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Multivariate time series imputation with generative adversarial networks
Yonghong Luo, Xiangrui Cai, Ying Zhang, Jun Xu, et al · 2018
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2018
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Brits: Bidirectional recurrent imputation for time series
Wei Cao, Dong Wang, Jian Li, Hao Zhou, Lei Li, and Yitan Li · 2018
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Ajile movement prediction: Multimodal deep learning for natural human neural recordings and video
Nancy Wang, Ali Farhadi, Rajesh Rao, and Bingni Brunton · 2018
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Mutual information in frequency and its application to measure cross-frequency coupling in epilepsy
Rakesh Malladi, Don H Johnson, Giridhar P Kalamangalam, Nitin Tandon, and Behnaam Aazhang · 2018
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Challenges and opportunities for large-scale electrophysiology with neuropixels probes
Nicholas A Steinmetz, Christof Koch, Kenneth D Harris, and Matteo Carandini · 2018
Cited alongside, same era.
Latent factors and dynamics in motor cortex and their application to brain–machine interfaces
Chethan Pandarinath, K Cora Ames, Abigail A Russo, Ali Farshchian, Lee E Miller, Eva L Dyer, and Jonathan C Kao · 2018
Cited alongside, same era.
Recurrent neural networks for multivariate time series with missing values
Zhengping Che, Sanjay Purushotham, Kyunghyun Cho, David Sontag, and Yan Liu · 2018
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Maskgan: better text generation via filling in the_
William Fedus, Ian Goodfellow, and Andrew M Dai · 2018
Cited alongside, same era.
Brains in the Wild: Machine learning for naturalistic, long-term neural and video recordings
Nancy Xin Ru Wang · 2018
Cited alongside, same era.
On the benefits of early fusion in multimodal representation learning
George Barnum, Sabera Talukder, and Yisong Yue · 2020
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High-performance brain-to-text communication via handwriting
Francis R Willett, Donald T Avansino, Leigh R Hochberg, Jaimie M Henderson, and Krishna V Shenoy · 2021
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Removing inter-experimental variability from functional data in systems neuroscience
Dominic Gonschorek, Larissa Höfling, Klaudia P Szatko, Katrin Franke, Timm Schubert, Benjamin Dunn, Philipp Berens, David Klindt, and Thomas Euler · 2021
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Generalized neural decoders for transfer learning across participants and recording modalities
Steven M Peterson, Zoe Steine-Hanson, Nathan Davis, Rajesh PN Rao, and Bingni W Brunton · 2021
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Behavioral and neural variability of naturalistic arm movements
Steven M Peterson, Satpreet H Singh, Nancy XR Wang, Rajesh PN Rao, and Bingni W Brunton · 2021
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Speech synthesis from neural decoding of spoken sentences
Gopala K Anumanchipalli, Josh Chartier, and Edward F Chang · 2019
Cited alongside, same era.
Nwb: N 2.0: an accessible data standard for neurophysiology
Oliver Ruebel, Andrew Tritt, Benjamin Dichter, Thomas Braun, Nicholas Cain, Nathan Clack, Thomas Davidson, Max Dougherty, Jean-Christophe Fillion-Robin, Nile Graddis, et al · 2019
Cited alongside, same era.
Naomi: Non-autoregressive multiresolution sequence imputation
Yukai Liu, Rose Yu, Stephan Zheng, Eric Zhan, and Yisong Yue · 2019
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Cycle-by-cycle analysis of neural oscillations
Scott Cole and Bradley Voytek · 2019
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Data-driven models in human neuroscience and neuroengineering
Bingni W Brunton and Michael Beyeler · 2019
Cited alongside, same era.
Hierarchical optimal transport for multimodal distribution alignment
John Lee, Max Dabagia, Eva Dyer, and Christopher Rozell · 2019
Cited alongside, same era.
E2gan: End-to-end generative adversarial network for multivariate time series imputation
Yonghong Luo, Ying Zhang, Xiangrui Cai, and Xiaojie Yuan · 2019
Cited alongside, same era.
Learning neural decoders without labels using multiple data streams
Steven Michael Peterson, Rajesh PN Rao, and Bingni Wen Brunton · 2021
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Generative semi-supervised learning for multivariate time series imputation
Xiaoye Miao, Yangyang Wu, Jun Wang, Yunjun Gao, Xudong Mao, and Jianwei Yin · 2021
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Variable-rate discrete representation learning
Sander Dieleman, Charlie Nash, Jesse Engel, and Karen Simonyan · 2021
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Large-scale neural recordings with single neuron resolution using neuropixels probes in human cortex
Angelique C Paulk, Yoav Kfir, Arjun R Khanna, Martina L Mustroph, Eric M Trautmann, Dan J Soper, Sergey D Stavisky, Marleen Welkenhuysen, Barundeb Dutta, Krishna V Shenoy, et al · 2022
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Reproducibility of in-vivo electrophysiological measurements in mice
Kush Banga, Julius Benson, Niccolò Bonacchi, Sebastian A Bruijns, Rob Campbell, Gaëlle A Chapuis, Anne K Churchland, M Felicia Davatolhagh, Hyun Dong Lee, Mayo Faulkner, et al · 2022
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Compartmentalized dynamics within a common multi-area mesoscale manifold represent a repertoire of human hand movements
Nikhilesh Natraj, Daniel B Silversmith, Edward F Chang, and Karunesh Ganguly · 2022
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Ajile12: Long-term naturalistic human intracranial neural recordings and pose
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