Unsupervised Discovery of Demixed, Low-Dimensional Neural Dynamics across Multiple Timescales through Tensor Component Analysis.

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作者： Alex H,Williams ^[1] ; Tony Hyun,Kim ^[2] ; Forea,Wang ^[3] ; Saurabh,Vyas ^[4] ; Stephen I,Ryu ^[5] ; Krishna V,Shenoy ^[6] ; Mark,Schnitzer ^[7] ; Tamara G,Kolda ^[8] ; Surya,Ganguli ^[9]

作者单位： Neurosciences Graduate Program, Stanford University, Stanford, CA 94305, USA. Electronic address: ahwillia@stanford.edu. ^[1] Electrical Engineering Department, Stanford University, Stanford, CA 94305, USA. ^[2] Neurosciences Graduate Program, Stanford University, Stanford, CA 94305, USA. ^[3] Electrical Engineering Department, Stanford University, Stanford, CA 94305, USA; Bioengineering Department, Stanford University, Stanford, CA 94305, USA. ^[4] Electrical Engineering Department, Stanford University, Stanford, CA 94305, USA; Department of Neurosurgery, Palo Alto Medical Foundation, Palo Alto, CA 94301, USA. ^[5] Electrical Engineering Department, Stanford University, Stanford, CA 94305, USA; Bioengineering Department, Stanford University, Stanford, CA 94305, USA; Neurobiology Department, Stanford University, Stanford, CA 94305, USA; Bio-X Program, Stanford University, Stanford, CA 94305, USA; Stanford Neurosciences Institute, Stanford University, Stanford, CA 94305, USA; Howard Hughes Medical Institute, Stanford University, Stanford, CA 94305, USA. ^[6] Applied Physics Department, Stanford University, Stanford, CA 94305, USA; Biology Department, Stanford University, Stanford, CA 94305, USA; Bio-X Program, Stanford University, Stanford, CA 94305, USA; Howard Hughes Medical Institute, Stanford University, Stanford, CA 94305, USA; CNC Program, Stanford University, Stanford, CA 94305, USA. ^[7] Sandia National Laboratories, Livermore, CA 94551, USA. ^[8] Applied Physics Department, Stanford University, Stanford, CA 94305, USA; Neurobiology Department, Stanford University, Stanford, CA 94305, USA; Bio-X Program, Stanford University, Stanford, CA 94305, USA; Stanford Neurosciences Institute, Stanford University, Stanford, CA 94305, USA. Electronic address: sganguli@stanford.edu. ^[9]

关键词 brain machine interfaces dimensionality reduction gain modulation large-scale recordings learning motor control navigation neural data analysis recurrent neural networks single-trial analysis

主题词动物(Animals);猕猴(Macaca mulatta);小鼠(Mice);运动皮质(Motor Cortex);额叶前皮质(Prefrontal Cortex);主成分分析(Principal Component Analysis);时间因素(Time Factors)

DOI 10.1016/j.neuron.2018.05.015

PMID 29887338

发布时间 2022-01-29

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准确一般字义偏差语意偏离译文作用小提交