Scaling Properties of Dimensionality Reduction for Neural Populations and Network Models

• Ryan C. Williamson,

  Affiliations Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America, School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America, Department of Machine Learning, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America

  http://orcid.org/0000-0001-9558-9513

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• Benjamin R. Cowley,

  Affiliations Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America, Department of Machine Learning, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America

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• Ashok Litwin-Kumar,

  Affiliation Center for Theoretical Neuroscience, Columbia University, New York City, New York, United States of America

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• Brent Doiron,

  Affiliations Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America, Department of Mathematics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Adam Kohn,

  Affiliations Dominick Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, New York, United States of America, Department of Ophthalmology and Vision Sciences, Albert Einstein College of Medicine, Bronx, New York, United States of America, Department of Systems and Computational Biology, Albert Einstein College of Medicine, Bronx, New York, United States of America

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• Matthew A. Smith ,

  Contributed equally to this work with: Matthew A. Smith, Byron M. Yu

  Affiliations Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America, Department of Ophthalmology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America, Department of Bioengineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America, Fox Center for Vision Restoration, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

  http://orcid.org/0000-0003-1192-9942

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• Byron M. Yu

  Contributed equally to this work with: Matthew A. Smith, Byron M. Yu

  * E-mail: byronyu@cmu.edu

  Affiliations Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America, Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America, Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America

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