{"id":"https://openalex.org/W2560181779","doi":"https://doi.org/10.1371/journal.pcbi.1005141","title":"Scaling Properties of Dimensionality Reduction for Neural Populations and Network Models","display_name":"Scaling Properties of Dimensionality Reduction for Neural Populations and Network Models","publication_year":2016,"publication_date":"2016-12-07","ids":{"openalex":"https://openalex.org/W2560181779","doi":"https://doi.org/10.1371/journal.pcbi.1005141","mag":"2560181779","pmid":"https://pubmed.ncbi.nlm.nih.gov/27926936"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1005141","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1005141","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005141&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005141&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006787876","display_name":"Ryan C. Williamson","orcid":"https://orcid.org/0000-0001-9558-9513"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]},{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan C. Williamson","raw_affiliation_strings":["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","School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America"],"raw_orcid":"https://orcid.org/0000-0001-9558-9513","affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"raw_affiliation_string":"Department of Machine Learning, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065949660","display_name":"Benjamin R. Cowley","orcid":"https://orcid.org/0000-0003-2681-2448"},"institutions":[{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin R. Cowley","raw_affiliation_strings":["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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"raw_affiliation_string":"Department of Machine Learning, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020551914","display_name":"Ashok Litwin-Kumar","orcid":"https://orcid.org/0000-0003-2422-6576"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ashok Litwin-Kumar","raw_affiliation_strings":["Center for Theoretical Neuroscience, Columbia University, New York City, New York, United States of America"],"raw_orcid":"https://orcid.org/0000-0003-2422-6576","affiliations":[{"raw_affiliation_string":"Center for Theoretical Neuroscience, Columbia University, New York City, New York, United States of America","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004170163","display_name":"Brent Doiron","orcid":"https://orcid.org/0000-0002-6916-5511"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]},{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brent Doiron","raw_affiliation_strings":["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"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"raw_affiliation_string":"Department of Mathematics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008748454","display_name":"Adam Kohn","orcid":"https://orcid.org/0000-0002-5491-0435"},"institutions":[{"id":"https://openalex.org/I129975664","display_name":"Albert Einstein College of Medicine","ror":"https://ror.org/05cf8a891","country_code":"US","type":"education","lineage":["https://openalex.org/I129975664","https://openalex.org/I4210112371"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adam Kohn","raw_affiliation_strings":["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","Dominick Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, New York, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology and Vision Sciences, Albert Einstein College of Medicine, Bronx, New York, United States of America","institution_ids":["https://openalex.org/I129975664"]},{"raw_affiliation_string":"Department of Systems and Computational Biology, Albert Einstein College of Medicine, Bronx, New York, United States of America","institution_ids":["https://openalex.org/I129975664"]},{"raw_affiliation_string":"Dominick Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, New York, United States of America","institution_ids":["https://openalex.org/I129975664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023814498","display_name":"Matthew A. Smith","orcid":"https://orcid.org/0000-0003-1192-9942"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]},{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew A. Smith","raw_affiliation_strings":["Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","Department of Bioengineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","Department of Ophthalmology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","Fox Center for Vision Restoration, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America"],"raw_orcid":"https://orcid.org/0000-0003-1192-9942","affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"raw_affiliation_string":"Department of Bioengineering, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Department of Ophthalmology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Fox Center for Vision Restoration, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021795142","display_name":"Byron M. Yu","orcid":"https://orcid.org/0000-0003-2252-6938"},"institutions":[{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Byron M. Yu","raw_affiliation_strings":["Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5021795142"],"corresponding_institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":5.246,"has_fulltext":true,"cited_by_count":124,"citation_normalized_percentile":{"value":0.96351882,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"12","first_page":"e1005141","last_page":"e1005141"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10427","display_name":"Visual perception and processing mechanisms","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10077","display_name":"Neuroscience and Neuropharmacology Research","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.8142523765563965},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.6403244733810425},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.6252285242080688},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5476944446563721},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5461221933364868},{"id":"https://openalex.org/keywords/multidimensional-scaling","display_name":"Multidimensional scaling","score":0.5138188004493713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47289764881134033},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.4479385316371918},{"id":"https://openalex.org/keywords/nerve-net","display_name":"Nerve net","score":0.43440693616867065},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.42509007453918457},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.406135618686676},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3396214246749878},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.23299166560173035},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23112070560455322},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.19324803352355957}],"concepts":[{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.8142523765563965},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.6403244733810425},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.6252285242080688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5476944446563721},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5461221933364868},{"id":"https://openalex.org/C91682802","wikidata":"https://www.wikidata.org/wiki/Q620538","display_name":"Multidimensional scaling","level":2,"score":0.5138188004493713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47289764881134033},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.4479385316371918},{"id":"https://openalex.org/C2780196419","wikidata":"https://www.wikidata.org/wiki/Q1762173","display_name":"Nerve net","level":2,"score":0.43440693616867065},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.42509007453918457},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.406135618686676},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3396214246749878},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.23299166560173035},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23112070560455322},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.19324803352355957},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008251","descriptor_name":"Macaca","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008251","descriptor_name":"Macaca","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008251","descriptor_name":"Macaca","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":11,"locations":[{"id":"doi:10.1371/journal.pcbi.1005141","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1005141","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005141&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:27926936","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27926936","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:repository.cshl.edu:41561","is_oa":false,"landing_page_url":"https://repository.cshl.edu/id/eprint/41561/1/Scaling%20Properties%20of%20Dimensionality%20Reduction%20for%20Neural%20Populations%20and%20Network%20Models.pdf","pdf_url":"https://repository.cshl.edu/id/eprint/41561/1/Scaling%20Properties%20of%20Dimensionality%20Reduction%20for%20Neural%20Populations%20and%20Network%20Models.pdf","source":{"id":"https://openalex.org/S4306402288","display_name":"Cold Spring Harbor Laboratory Institutional Repository (Cold Spring Harbor Laboratory)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2750212522","host_organization_name":"Cold Spring Harbor Laboratory","host_organization_lineage":["https://openalex.org/I2750212522"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Paper"},{"id":"pmh:oai:europepmc.org:4099677","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5142778","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:RePEc:plo:pcbi00:1005141","is_oa":false,"landing_page_url":"https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005141","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:academiccommons.columbia.edu:10.7916/D8KW5MPK","is_oa":false,"landing_page_url":"https://doi.org/10.7916/D8KW5MPK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402601","display_name":"Columbia Academic Commons (Columbia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I78577930","host_organization_name":"Columbia University","host_organization_lineage":["https://openalex.org/I78577930"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Articles"},{"id":"pmh:oai:doaj.org/article:4674c0bf4f3a419c95d91997e3ec1b21","is_oa":true,"landing_page_url":"https://doaj.org/article/4674c0bf4f3a419c95d91997e3ec1b21","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Computational Biology, Vol 12, Iss 12, p e1005141 (2016)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/4294595","is_oa":true,"landing_page_url":"https://figshare.com/articles/dataset/Scaling_Properties_of_Dimensionality_Reduction_for_Neural_Populations_and_Network_Models/4294595","pdf_url":null,"source":{"id":"https://openalex.org/S4306402621","display_name":"INDIGO (University of Illinois at Chicago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39422238","host_organization_name":"University of Illinois Chicago","host_organization_lineage":["https://openalex.org/I39422238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dataset"},{"id":"pmh:oai:figshare.com:article/5164852","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Scaling_Properties_of_Dimensionality_Reduction_for_Neural_Populations_and_Network_Models/5164852","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"doi:10.1184/r1/5164852.v1","is_oa":true,"landing_page_url":"https://doi.org/10.1184/r1/5164852.v1","pdf_url":null,"source":{"id":"https://openalex.org/S7407050927","display_name":"KiltHub Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I74973139","host_organization_name":"Carnegie Mellon University","host_organization_lineage":["https://openalex.org/I74973139"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"doi:10.7916/d8kw5mpk","is_oa":true,"landing_page_url":"https://doi.org/10.7916/d8kw5mpk","pdf_url":null,"source":{"id":"https://openalex.org/S4306402601","display_name":"Columbia Academic Commons (Columbia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I78577930","host_organization_name":"Columbia University","host_organization_lineage":["https://openalex.org/I78577930"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1005141","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1005141","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005141&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1618603112","display_name":"NCS-FO: The Structure of Neural Variability During Motor Learning","funder_award_id":"1533672","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G1685724864","display_name":"Medical Scientist Training Program","funder_award_id":"3t32gm008208-30s1","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G1848393107","display_name":"Shaping Neural Population Dynamics to Facilitate Learning","funder_award_id":"2r01hd071686-06a1","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G205123881","display_name":null,"funder_award_id":"32 CFR 168a","funder_id":"https://openalex.org/F4320333566","funder_display_name":"National Defense Science and Engineering Graduate"},{"id":"https://openalex.org/G2289688128","display_name":"Visual Cortical Adaptation","funder_award_id":"6r01ey016774-11","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2492881341","display_name":null,"funder_award_id":"R01 EY016774","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"},{"id":"https://openalex.org/G2919141664","display_name":null,"funder_award_id":"EY022928","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"},{"id":"https://openalex.org/G3158353629","display_name":null,"funder_award_id":"R01 EY-022928","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"},{"id":"https://openalex.org/G3179551122","display_name":"Dynamic Mechanisms of active vision in prefrontal cortex","funder_award_id":"7r01ey022928-06","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3460543587","display_name":"The Mechanics of Neural Variability","funder_award_id":"1313225","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3510837704","display_name":"Analytics, BioStatistics, and Machine Learning Module","funder_award_id":"2p30ey008098-36","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4715638076","display_name":"Collaborative Research: The Ever-Changing Network: How Changes in Architecture Shape Neural Computations","funder_award_id":"1517082","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G509937741","display_name":null,"funder_award_id":"T90DA022762","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"},{"id":"https://openalex.org/G5867677898","display_name":null,"funder_award_id":"DA022762","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"},{"id":"https://openalex.org/G587744180","display_name":null,"funder_award_id":"F32 DC014387","funder_id":"https://openalex.org/F4320337352","funder_display_name":"National Institute on Deafness and Other Communication Disorders"},{"id":"https://openalex.org/G617399375","display_name":null,"funder_award_id":"T32-GM008208","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G6328813794","display_name":null,"funder_award_id":"1517082","funder_id":"https://openalex.org/F4320337380","funder_display_name":"Division of Mathematical Sciences"},{"id":"https://openalex.org/G652182628","display_name":null,"funder_award_id":"P30 EY-008098","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"},{"id":"https://openalex.org/G655613995","display_name":null,"funder_award_id":"GM008208","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G688260134","display_name":"Interactions between piriform cortex and amygdala in a model of associative learning in the mammalian olfactory system","funder_award_id":"5f32dc014387-03","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6983491799","display_name":null,"funder_award_id":"R01-HD071686","funder_id":"https://openalex.org/F4320337611","funder_display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development"},{"id":"https://openalex.org/G7146478175","display_name":null,"funder_award_id":"1313225","funder_id":"https://openalex.org/F4320337380","funder_display_name":"Division of Mathematical Sciences"},{"id":"https://openalex.org/G7466044305","display_name":null,"funder_award_id":"EY-016774","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"},{"id":"https://openalex.org/G7791925507","display_name":null,"funder_award_id":"CFR 168a","funder_id":"https://openalex.org/F4320333566","funder_display_name":"National Defense Science and Engineering Graduate"},{"id":"https://openalex.org/G84952693","display_name":"INTERDISCIPLINARY TRAINING IN COMPUTATIONAL NEUROSCIENCE","funder_award_id":"5t90da022762-15","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306146","display_name":"Andrew W. Mellon Foundation","ror":"https://ror.org/04jsh2530"},{"id":"https://openalex.org/F4320306185","display_name":"Richard King Mellon Foundation","ror":"https://ror.org/03qevzg44"},{"id":"https://openalex.org/F4320306685","display_name":"Eye and Ear Foundation of Pittsburgh","ror":"https://ror.org/00y022594"},{"id":"https://openalex.org/F4320306811","display_name":"Research to Prevent Blindness","ror":"https://ror.org/04drjs621"},{"id":"https://openalex.org/F4320310207","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33"},{"id":"https://openalex.org/F4320319918","display_name":"York University","ror":"https://ror.org/05fq50484"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320333566","display_name":"National Defense Science and Engineering Graduate","ror":null},{"id":"https://openalex.org/F4320337347","display_name":"National Institute on Drug Abuse","ror":"https://ror.org/00fq5cm18"},{"id":"https://openalex.org/F4320337350","display_name":"National Eye Institute","ror":"https://ror.org/03wkg3b53"},{"id":"https://openalex.org/F4320337352","display_name":"National Institute on Deafness and Other Communication Disorders","ror":"https://ror.org/04mhx6838"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"},{"id":"https://openalex.org/F4320337364","display_name":"National Institute of Child Health and Human Development","ror":"https://ror.org/04byxyr05"},{"id":"https://openalex.org/F4320337380","display_name":"Division of Mathematical Sciences","ror":"https://ror.org/051fftw81"},{"id":"https://openalex.org/F4320337611","display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","ror":"https://ror.org/04byxyr05"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2560181779.pdf","grobid_xml":"https://content.openalex.org/works/W2560181779.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W1582051163","https://openalex.org/W1704871680","https://openalex.org/W1961971483","https://openalex.org/W1964727566","https://openalex.org/W1966537851","https://openalex.org/W1966894829","https://openalex.org/W1970360981","https://openalex.org/W1972660142","https://openalex.org/W1977450749","https://openalex.org/W1977906889","https://openalex.org/W1981276685","https://openalex.org/W1981542423","https://openalex.org/W1989843341","https://openalex.org/W2005704307","https://openalex.org/W2008016900","https://openalex.org/W2013155738","https://openalex.org/W2014339193","https://openalex.org/W2017539895","https://openalex.org/W2022235653","https://openalex.org/W2028388287","https://openalex.org/W2028429148","https://openalex.org/W2029053566","https://openalex.org/W2030092068","https://openalex.org/W2033708181","https://openalex.org/W2035849979","https://openalex.org/W2036899314","https://openalex.org/W2037616194","https://openalex.org/W2039611165","https://openalex.org/W2047125104","https://openalex.org/W2049633694","https://openalex.org/W2051217769","https://openalex.org/W2061830798","https://openalex.org/W2062595285","https://openalex.org/W2065286706","https://openalex.org/W2079960018","https://openalex.org/W2087399108","https://openalex.org/W2089315051","https://openalex.org/W2102701721","https://openalex.org/W2105007656","https://openalex.org/W2105380935","https://openalex.org/W2106172517","https://openalex.org/W2106566258","https://openalex.org/W2110387210","https://openalex.org/W2112002552","https://openalex.org/W2114652450","https://openalex.org/W2114735622","https://openalex.org/W2116804672","https://openalex.org/W2137761603","https://openalex.org/W2138672527","https://openalex.org/W2139481898","https://openalex.org/W2149158842","https://openalex.org/W2150240029","https://openalex.org/W2153201079","https://openalex.org/W2156452366","https://openalex.org/W2157380881","https://openalex.org/W2158496664","https://openalex.org/W2193980824","https://openalex.org/W2268568430","https://openalex.org/W2336155947","https://openalex.org/W2559655401","https://openalex.org/W2604272474","https://openalex.org/W2952595194","https://openalex.org/W3030910590","https://openalex.org/W3099224472"],"related_works":["https://openalex.org/W1995622179","https://openalex.org/W1484111231","https://openalex.org/W4391160746","https://openalex.org/W1552543208","https://openalex.org/W2074396517","https://openalex.org/W2166963679","https://openalex.org/W2187269125","https://openalex.org/W1641615907","https://openalex.org/W3163067486","https://openalex.org/W3089231081"],"abstract_inverted_index":{"Recent":[0],"studies":[1],"have":[2],"applied":[3],"dimensionality":[4,31,96,98,166],"reduction":[5,32,167],"methods":[6],"to":[7,19,34,48,61,71,142,152,182],"understand":[8],"how":[9,26,44],"the":[10,27,49,64,88,110,123,131,144,156,163,183],"multi-dimensional":[11],"structure":[12],"of":[13,39,67,82,91,95,113,138,147,155,165,171],"neural":[14],"population":[15],"activity":[16,78],"gives":[17],"rise":[18],"brain":[20],"function.":[21],"It":[22],"is":[23],"unclear,":[24],"however,":[25],"results":[28,46],"obtained":[29],"from":[30,136],"generalize":[33,151],"recordings":[35,62,126,135],"with":[36,115,130],"larger":[37,153],"numbers":[38],"neurons":[40,139],"and":[41,70,84,99,104,117,121,174,177],"trials":[42],"or":[43],"these":[45,55,180],"relate":[47,179],"underlying":[50,184],"network":[51,73,185],"structure.":[52,186],"We":[53,86,107],"address":[54],"questions":[56],"by":[57],"applying":[58],"factor":[59],"analysis":[60],"in":[63,124,169],"visual":[65],"cortex":[66],"non-human":[68],"primates":[69],"spiking":[72],"models":[74],"that":[75,109,122,150],"self-generate":[76],"irregular":[77],"through":[79],"a":[80],"balance":[81],"excitation":[83],"inhibition.":[85],"compared":[87],"scaling":[89,111],"trends":[90],"two":[92],"key":[93],"outputs":[94,168,181],"reduction-shared":[97],"percent":[100],"shared":[101,148],"variance-with":[102],"neuron":[103,173],"trial":[105,175],"count.":[106],"found":[108],"properties":[112],"networks":[114],"non-clustered":[116],"clustered":[118,132],"connectivity":[119],"differed,":[120],"vivo":[125],"were":[127,140],"more":[128],"consistent":[129],"network.":[133,157],"Furthermore,":[134],"tens":[137],"sufficient":[141],"identify":[143],"dominant":[145],"modes":[146],"variability":[149],"portions":[154],"These":[158],"findings":[159],"can":[160],"help":[161,178],"guide":[162],"interpretation":[164],"regimes":[170],"limited":[172],"sampling":[176]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":19},{"year":2019,"cited_by_count":14},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":11}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}