{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T07:22:55Z","timestamp":1777706575797,"version":"3.51.4"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1011783","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2024,1,24]],"date-time":"2024-01-24T00:00:00Z","timestamp":1706054400000}}],"reference-count":65,"publisher":"Public Library of Science (PLoS)","issue":"1","license":[{"start":{"date-parts":[[2024,1,11]],"date-time":"2024-01-11T00:00:00Z","timestamp":1704931200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000053","name":"National Eye Institute","doi-asserted-by":"publisher","award":["F32 EY032321"],"award-info":[{"award-number":["F32 EY032321"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"National Eye Institute","doi-asserted-by":"publisher","award":["T32 EY007043"],"award-info":[{"award-number":["T32 EY007043"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"National Eye Institute","doi-asserted-by":"publisher","award":["R01 EY022443"],"award-info":[{"award-number":["R01 EY022443"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"National Eye Institute","doi-asserted-by":"publisher","award":["R01 EY022443"],"award-info":[{"award-number":["R01 EY022443"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"abstract":"<jats:p>Neurons throughout the brain modulate their firing rate lawfully in response to sensory input. Theories of neural computation posit that these modulations reflect the outcome of a constrained optimization in which neurons aim to robustly and efficiently represent sensory information. Our understanding of how this optimization varies across different areas in the brain, however, is still in its infancy. Here, we show that neural sensory responses transform along the dorsal stream of the visual system in a manner consistent with a transition from optimizing for information preservation towards optimizing for perceptual discrimination. Focusing on the representation of binocular disparities\u2014the slight differences in the retinal images of the two eyes\u2014we re-analyze measurements characterizing neuronal tuning curves in brain areas V1, V2, and MT (middle temporal) in the macaque monkey. We compare these to measurements of the statistics of binocular disparity typically encountered during natural behaviors using a Fisher Information framework. The differences in tuning curve characteristics across areas are consistent with a shift in optimization goals: V1 and V2 population-level responses are more consistent with maximizing the information encoded about naturally occurring binocular disparities, while MT responses shift towards maximizing the ability to support disparity discrimination. We find that a change towards tuning curves preferring larger disparities is a key driver of this shift. These results provide new insight into previously-identified differences between disparity-selective areas of cortex and suggest these differences play an important role in supporting visually-guided behavior. Our findings emphasize the need to consider not just information preservation and neural resources, but also relevance to behavior, when assessing the optimality of neural codes.<\/jats:p>","DOI":"10.1371\/journal.pcbi.1011783","type":"journal-article","created":{"date-parts":[[2024,1,11]],"date-time":"2024-01-11T13:42:36Z","timestamp":1704980556000},"page":"e1011783","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":17,"title":["Transformations of sensory information in the brain suggest changing criteria for optimality"],"prefix":"10.1371","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8632-4249","authenticated-orcid":true,"given":"Tyler S.","family":"Manning","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Emma","family":"Alexander","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bruce G.","family":"Cumming","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gregory C.","family":"DeAngelis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xin","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4889-7446","authenticated-orcid":true,"given":"Emily A.","family":"Cooper","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"340","published-online":{"date-parts":[[2024,1,11]]},"reference":[{"issue":"3","key":"pcbi.1011783.ref001","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1037\/h0054663","article-title":"Some informational aspects of visual perception","volume":"61","author":"F Attneave","year":"1954","journal-title":"Psychological Review"},{"key":"pcbi.1011783.ref002","first-page":"216","volume-title":"Sensory Communication","author":"HB Barlow","year":"1961"},{"issue":"1","key":"pcbi.1011783.ref003","doi-asserted-by":"crossref","first-page":"1193","DOI":"10.1146\/annurev.neuro.24.1.1193","article-title":"Natural image statistics and neural representation","volume":"24","author":"EP Simoncelli","year":"2001","journal-title":"Annual Review of Neuroscience"},{"issue":"1","key":"pcbi.1011783.ref004","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1146\/annurev.psych.58.110405.085632","article-title":"Visual perception and the statistical properties of natural scenes","volume":"59","author":"WS Geisler","year":"2008","journal-title":"Annual Review of Psychology"},{"issue":"10","key":"pcbi.1011783.ref005","doi-asserted-by":"crossref","first-page":"2103","DOI":"10.1162\/NECO_a_00638","article-title":"Efficient sensory encoding and Bayesian inference with heterogeneous neural populations","volume":"26","author":"D Ganguli","year":"2014","journal-title":"Neural Computation"},{"issue":"12","key":"pcbi.1011783.ref006","doi-asserted-by":"crossref","first-page":"2656","DOI":"10.1162\/NECO_a_00900","article-title":"Efficient neural codes that minimize Lp reconstruction error","volume":"28","author":"Z Wang","year":"2016","journal-title":"Neural Computation"},{"issue":"23","key":"pcbi.1011783.ref007","doi-asserted-by":"crossref","first-page":"8619","DOI":"10.1073\/pnas.1403112111","article-title":"Performance-optimized hierarchical models predict neural responses in higher visual cortex","volume":"111","author":"DLK Yamins","year":"2014","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"1","key":"pcbi.1011783.ref008","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1146\/annurev.neuro.24.1.203","article-title":"The physiology of stereopsis","volume":"24","author":"BG Cumming","year":"2001","journal-title":"Annual Review of Neuroscience"},{"issue":"3","key":"pcbi.1011783.ref009","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/S0301-0082(98)00012-4","article-title":"Neural mechanisms underlying stereoscopic vision","volume":"55","author":"F Gonzalez","year":"1998","journal-title":"Progress in Neurobiology"},{"issue":"1","key":"pcbi.1011783.ref010","doi-asserted-by":"crossref","first-page":"48","DOI":"10.3758\/BF03206880","article-title":"3-D vision and figure-ground separation by visual cortex","volume":"55","author":"S Grossberg","year":"1994","journal-title":"Perception & Psychophysics"},{"issue":"12","key":"pcbi.1011783.ref011","doi-asserted-by":"crossref","first-page":"1331","DOI":"10.1016\/0042-6989(79)90205-0","article-title":"Binocular and monocular stimuli for motion in depth: Changing-disparity and changing-size feed the same motion-in-depth stage","volume":"19","author":"D Regan","year":"1979","journal-title":"Vision Research"},{"issue":"1896","key":"pcbi.1011783.ref012","doi-asserted-by":"crossref","first-page":"20182045","DOI":"10.1098\/rspb.2018.2045","article-title":"Disruptive coloration and binocular disparity: Breaking camouflage","volume":"286","author":"WJ Adams","year":"2019","journal-title":"Proceedings of the Royal Society B"},{"issue":"4","key":"pcbi.1011783.ref013","doi-asserted-by":"crossref","first-page":"e1400254","DOI":"10.1126\/sciadv.1400254","article-title":"Stereopsis is adaptive for the natural environment","volume":"1","author":"WW Sprague","year":"2015","journal-title":"Science Advances"},{"issue":"1","key":"pcbi.1011783.ref014","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/sdata.2017.34","article-title":"A dataset of stereoscopic images and ground-truth disparity mimicking human fixations in peripersonal space","volume":"4","author":"A Canessa","year":"2017","journal-title":"Scientific Data"},{"issue":"13","key":"pcbi.1011783.ref015","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1167\/16.13.2","article-title":"Estimating 3D tilt from local image cues in natural scenes","volume":"16","author":"J Burge","year":"2016","journal-title":"Journal of Vision"},{"issue":"1","key":"pcbi.1011783.ref016","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/srep35805","article-title":"The Southampton-York Natural Scenes (SYNS) dataset: Statistics of surface attitude","volume":"6","author":"WJ Adams","year":"2016","journal-title":"Scientific Reports"},{"issue":"7","key":"pcbi.1011783.ref017","doi-asserted-by":"crossref","first-page":"1731","DOI":"10.1162\/089976698300017115","article-title":"Mutual information, Fisher information, and population coding","volume":"10","author":"N Brunel","year":"1998","journal-title":"Neural Computation"},{"issue":"2","key":"pcbi.1011783.ref018","doi-asserted-by":"crossref","first-page":"305","DOI":"10.1162\/NECO_a_00804","article-title":"Mutual information, Fisher information, and efficient coding","volume":"28","author":"XX Wei","year":"2016","journal-title":"Neural Computation"},{"issue":"2","key":"pcbi.1011783.ref019","doi-asserted-by":"crossref","first-page":"905","DOI":"10.1214\/07-AOS587","article-title":"The formal definition of reference priors","volume":"37","author":"JO Berger","year":"2009","journal-title":"The Annals of Statistics"},{"issue":"1007","key":"pcbi.1011783.ref020","first-page":"453","article-title":"An invariant form for the prior probability in estimation problems","volume":"186","author":"H Jeffreys","year":"1946","journal-title":"Proceedings of the Royal Society A"},{"key":"pcbi.1011783.ref021","unstructured":"Ganguli D, Simoncelli EP. Neural and perceptual signatures of efficient sensory coding. ArXiv:160300058 [q-bio]. 2016;."},{"key":"pcbi.1011783.ref022","first-page":"5071","article-title":"Power-law efficient neural codes provide general link between perceptual bias and discriminability","volume":"31","author":"M Morais","year":"2018","journal-title":"Advances in Neural Information Processing Systems"},{"issue":"6898","key":"pcbi.1011783.ref023","doi-asserted-by":"crossref","first-page":"633","DOI":"10.1038\/nature00909","article-title":"An unexpected specialization for horizontal disparity in primate primary visual cortex","volume":"418","author":"BG Cumming","year":"2002","journal-title":"Nature"},{"issue":"2","key":"pcbi.1011783.ref024","doi-asserted-by":"crossref","first-page":"946","DOI":"10.1152\/jn.01068.2002","article-title":"Measuring V1 receptive fields despite eye movements in awake monkeys","volume":"90","author":"JCA Read","year":"2003","journal-title":"Journal of Neurophysiology"},{"issue":"10","key":"pcbi.1011783.ref025","doi-asserted-by":"crossref","first-page":"1983","DOI":"10.1162\/0899766041732440","article-title":"Understanding the cortical specialization for horizontal disparity","volume":"16","author":"JCA Read","year":"2004","journal-title":"Neural Computation"},{"issue":"9","key":"pcbi.1011783.ref026","doi-asserted-by":"crossref","first-page":"2065","DOI":"10.1523\/JNEUROSCI.3887-03.2004","article-title":"Receptive field size in V1 neurons limits acuity for perceiving disparity modulation","volume":"24","author":"H Nienborg","year":"2004","journal-title":"Journal of Neuroscience"},{"issue":"2","key":"pcbi.1011783.ref027","doi-asserted-by":"crossref","first-page":"1541","DOI":"10.1152\/jn.01177.2004","article-title":"Effect of interocular delay on disparity-selective V1 neurons: Relationship to stereoacuity and the Pulfrich effect","volume":"94","author":"JCA Read","year":"2005","journal-title":"Journal of Neurophysiology"},{"issue":"44","key":"pcbi.1011783.ref028","doi-asserted-by":"crossref","first-page":"10207","DOI":"10.1523\/JNEUROSCI.2342-05.2005","article-title":"Neuronal computation of disparity in V1 limits temporal resolution for detecting disparity modulation","volume":"25","author":"H Nienborg","year":"2005","journal-title":"Journal of Neuroscience"},{"issue":"37","key":"pcbi.1011783.ref029","doi-asserted-by":"crossref","first-page":"9567","DOI":"10.1523\/JNEUROSCI.2256-06.2006","article-title":"Macaque V2 neurons, but not V1 neurons, show choice-related activity","volume":"26","author":"H Nienborg","year":"2006","journal-title":"Journal of Neuroscience"},{"issue":"44","key":"pcbi.1011783.ref030","doi-asserted-by":"crossref","first-page":"11304","DOI":"10.1523\/JNEUROSCI.3477-08.2008","article-title":"Mechanisms underlying the transformation of disparity signals from V1 to V2 in the macaque","volume":"28","author":"S Tanabe","year":"2008","journal-title":"Journal of Neuroscience"},{"issue":"22","key":"pcbi.1011783.ref031","doi-asserted-by":"crossref","first-page":"8295","DOI":"10.1523\/JNEUROSCI.5000-10.2011","article-title":"Suppressive mechanisms in monkey V1 help to solve the stereo correspondence problem","volume":"31","author":"S Tanabe","year":"2011","journal-title":"Journal of Neuroscience"},{"issue":"34","key":"pcbi.1011783.ref032","doi-asserted-by":"crossref","first-page":"8967","DOI":"10.1523\/JNEUROSCI.0642-16.2016","article-title":"Neurons in striate cortex signal disparity in half-matched random-dot stereograms","volume":"36","author":"S Henriksen","year":"2016","journal-title":"Journal of Neuroscience"},{"issue":"3","key":"pcbi.1011783.ref033","doi-asserted-by":"crossref","first-page":"715","DOI":"10.1523\/JNEUROSCI.2445-16.2016","article-title":"Decision-related activity in macaque V2 for fine disparity discrimination is not compatible with optimal linear readout","volume":"37","author":"S Clery","year":"2017","journal-title":"Journal of Neuroscience"},{"issue":"2","key":"pcbi.1011783.ref034","doi-asserted-by":"crossref","first-page":"1094","DOI":"10.1152\/jn.00717.2002","article-title":"Coding of horizontal disparity and velocity by MT neurons in the alert macaque","volume":"89","author":"GC DeAngelis","year":"2003","journal-title":"Journal of Neurophysiology"},{"issue":"3","key":"pcbi.1011783.ref035","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1016\/0006-8993(74)90438-7","article-title":"Neuronal variability: Non-stationary responses to identical visual stimuli","volume":"79","author":"GJ Tomko","year":"1974","journal-title":"Brain Research"},{"key":"pcbi.1011783.ref036","first-page":"414","article-title":"The dependence of response amplitude and variance of cat visual cortical neurones on stimulus contrast","volume":"41","author":"D Tolhurst","year":"1981","journal-title":"Experimental Brain Research"},{"issue":"6","key":"pcbi.1011783.ref037","doi-asserted-by":"crossref","first-page":"858","DOI":"10.1038\/nn.3711","article-title":"Partitioning neuronal variability","volume":"17","author":"RLT Goris","year":"2014","journal-title":"Nature Neuroscience"},{"issue":"10","key":"pcbi.1011783.ref038","doi-asserted-by":"crossref","first-page":"1410","DOI":"10.1038\/nn.3807","article-title":"Information-limiting correlations","volume":"17","author":"R Moreno-Bote","year":"2014","journal-title":"Nature Neuroscience"},{"key":"pcbi.1011783.ref039","first-page":"1142","article-title":"Adaptation properties allow identification of optimized neural codes","volume":"33","author":"L Rast","year":"2020","journal-title":"Advances in Neural Information Processing Systems"},{"key":"pcbi.1011783.ref040","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1146\/annurev-neuro-070815-013851","article-title":"Correlations and neuronal population information","volume":"39","author":"A Kohn","year":"2016","journal-title":"Annual Reviews in Neuroscience"},{"issue":"1","key":"pcbi.1011783.ref041","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1152\/jn.1997.77.1.24","article-title":"Neural mechanisms of spatial selective attention in areas V1, V2, and V4 of macaque visual cortex","volume":"77","author":"SJ Luck","year":"1997","journal-title":"Journal of Neurophysiology"},{"issue":"12","key":"pcbi.1011783.ref042","doi-asserted-by":"crossref","first-page":"1594","DOI":"10.1038\/nn.2439","article-title":"Attention improves performance primarily by reducing interneuronal correlations","volume":"12","author":"MR Cohen","year":"2009","journal-title":"Nature Neuroscience"},{"issue":"4","key":"pcbi.1011783.ref043","doi-asserted-by":"crossref","first-page":"1012","DOI":"10.1162\/neco_a_01062","article-title":"Dethroning the Fano factor: A flexible, model-based approach to partitioning neural variability","volume":"30","author":"AS Charles","year":"2018","journal-title":"Neural Computation"},{"issue":"4","key":"pcbi.1011783.ref044","doi-asserted-by":"crossref","first-page":"2683","DOI":"10.1152\/jn.00319.2005","article-title":"Disparity-tuning characteristics of neuronal responses to dynamic random-dot stereograms in macaque visual area V4","volume":"94","author":"S Tanabe","year":"2005","journal-title":"Journal of Neurophysiology"},{"key":"pcbi.1011783.ref045","doi-asserted-by":"crossref","first-page":"e58749","DOI":"10.7554\/eLife.58749","article-title":"Specialized contributions of mid-tier stages of dorsal and ventral pathways to stereoscopic processing in macaque","volume":"10","author":"TW Yoshioka","year":"2021","journal-title":"eLife"},{"issue":"1","key":"pcbi.1011783.ref046","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1152\/jn.00466.2000","article-title":"Range and mechanism of encoding of horizontal disparity in macaque V1","volume":"87","author":"SJ Prince","year":"2002","journal-title":"Journal of Neurophysiology"},{"issue":"13","key":"pcbi.1011783.ref047","doi-asserted-by":"crossref","first-page":"5602","DOI":"10.1523\/JNEUROSCI.19-13-05602.1999","article-title":"Binocular neurons in V1 of awake monkeys are selective for absolute, not relative, disparity","volume":"19","author":"BG Cumming","year":"1999","journal-title":"Journal of Neuroscience"},{"issue":"12","key":"pcbi.1011783.ref048","doi-asserted-by":"crossref","first-page":"4758","DOI":"10.1523\/JNEUROSCI.20-12-04758.2000","article-title":"Local disparity not perceived depth is signaled by binocular neurons in cortical area V1 of the macaque","volume":"20","author":"BG Cumming","year":"2000","journal-title":"Journal of Neuroscience"},{"issue":"5","key":"pcbi.1011783.ref049","doi-asserted-by":"crossref","first-page":"472","DOI":"10.1038\/nn837","article-title":"A specialization for relative disparity in V2","volume":"5","author":"OM Thomas","year":"2002","journal-title":"Nature Neuroscience"},{"issue":"21","key":"pcbi.1011783.ref050","doi-asserted-by":"crossref","first-page":"8188","DOI":"10.1523\/JNEUROSCI.20-21-08188.2000","article-title":"Visual responses in monkey areas V1 and V2 to three-dimensional surface configurations","volume":"20","author":"JS Bakin","year":"2000","journal-title":"Journal of Neuroscience"},{"issue":"49","key":"pcbi.1011783.ref051","doi-asserted-by":"crossref","first-page":"17892","DOI":"10.1523\/JNEUROSCI.2658-11.2011","article-title":"Neurons in dorsal visual area V5\/MT signal relative disparity","volume":"31","author":"K Krug","year":"2011","journal-title":"Journal of Neuroscience"},{"issue":"14","key":"pcbi.1011783.ref052","doi-asserted-by":"crossref","first-page":"2951","DOI":"10.1523\/JNEUROSCI.1920-21.2022","article-title":"Prior expectations in visual speed perception predict encoding characteristics of neurons in area MT","volume":"42","author":"LQ Zhang","year":"2022","journal-title":"Journal of Neuroscience"},{"key":"pcbi.1011783.ref053","first-page":"1","article-title":"Optic flow in the natural habitats of zebrafish supports spatial biases in visual self-motion estimation","volume":"32","author":"E Alexander","year":"2023","journal-title":"Current Biology"},{"issue":"20","key":"pcbi.1011783.ref054","doi-asserted-by":"crossref","first-page":"7647","DOI":"10.1523\/JNEUROSCI.23-20-07647.2003","article-title":"Macaque middle temporal neurons signal depth in the absence of motion","volume":"23","author":"BJA Palanca","year":"2003","journal-title":"Journal of Neuroscience"},{"issue":"12","key":"pcbi.1011783.ref055","doi-asserted-by":"crossref","first-page":"2806","DOI":"10.1152\/jn.00573.2013","article-title":"Joint tuning for direction of motion and binocular disparity in macaque MT is largely separable","volume":"110","author":"A Smolyanskaya","year":"2013","journal-title":"Journal of Neurophysiology"},{"issue":"3","key":"pcbi.1011783.ref056","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1016\/S0896-6273(02)01187-X","article-title":"Two-dimensional substructure of stereo and motion interactions in macaque visual cortex","volume":"37","author":"CC Pack","year":"2003","journal-title":"Neuron"},{"issue":"1","key":"pcbi.1011783.ref057","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1037\/a0024338","article-title":"Effect size estimates: current use, calculations, and interpretation","volume":"141","author":"CO Fritz","year":"2012","journal-title":"Journal of Experimental Psychology: General"},{"issue":"22","key":"pcbi.1011783.ref058","doi-asserted-by":"crossref","first-page":"10749","DOI":"10.1073\/pnas.90.22.10749","article-title":"Simple models for reading neuronal population codes","volume":"90","author":"HS Seung","year":"1993","journal-title":"Proceedings of the National Academy of Sciences"},{"key":"pcbi.1011783.ref059","first-page":"167","article-title":"The effect of correlations on the Fisher information of population codes","volume":"11","author":"H Yoon","year":"1998","journal-title":"Advances in Neural Information Processing Systems"},{"issue":"6","key":"pcbi.1011783.ref060","doi-asserted-by":"crossref","first-page":"1484","DOI":"10.1162\/NECO_a_00125","article-title":"Insights from a simple expression for linear Fisher information in a recurrently connected population of spiking neurons","volume":"23","author":"J Beck","year":"2011","journal-title":"Neural Computation"},{"issue":"7","key":"pcbi.1011783.ref061","doi-asserted-by":"crossref","first-page":"1740","DOI":"10.1162\/NECO_a_00292","article-title":"Fisher and Shannon information in finite neural populations","volume":"24","author":"S Yarrow","year":"2012","journal-title":"Neural Computation"},{"issue":"10","key":"pcbi.1011783.ref062","doi-asserted-by":"crossref","first-page":"1129","DOI":"10.1038\/nn1321","article-title":"Tuning curve sharpening for orientation selectivity: Coding efficiency and the impact of correlations","volume":"7","author":"P Seri\u00e8s","year":"2004","journal-title":"Nature Neuroscience"},{"issue":"7","key":"pcbi.1011783.ref063","doi-asserted-by":"crossref","first-page":"811","DOI":"10.1038\/nn.2842","article-title":"Measuring and interpreting neuronal correlations","volume":"14","author":"MR Cohen","year":"2011","journal-title":"Nature Neuroscience"},{"issue":"6","key":"pcbi.1011783.ref064","doi-asserted-by":"crossref","first-page":"3012","DOI":"10.1152\/jn.00010.2009","article-title":"Noise correlations in cortical area MT and their potential impact on trial-by-trial variation in the direction and speed of smooth-pursuit eye movements","volume":"101","author":"X Huang","year":"2009","journal-title":"Journal of Neurophysiology"},{"issue":"40","key":"pcbi.1011783.ref065","doi-asserted-by":"crossref","first-page":"14272","DOI":"10.1523\/JNEUROSCI.2539-11.2011","article-title":"The effect of noise correlations in populations of diversely tuned neurons","volume":"31","author":"A Ecker","year":"2011","journal-title":"Journal of Neuroscience"}],"updated-by":[{"DOI":"10.1371\/journal.pcbi.1011783","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2024,1,24]],"date-time":"2024-01-24T00:00:00Z","timestamp":1706054400000}}],"container-title":["PLOS Computational Biology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1011783","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,24]],"date-time":"2024-01-24T13:37:17Z","timestamp":1706103437000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pcbi.1011783"}},"subtitle":[],"editor":[{"given":"Xue-Xin","family":"Wei","sequence":"first","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2024,1,11]]},"references-count":65,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,1,11]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pcbi.1011783","relation":{"has-preprint":[{"id-type":"doi","id":"10.1101\/2023.03.24.534044","asserted-by":"object"}]},"ISSN":["1553-7358"],"issn-type":[{"value":"1553-7358","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1,11]]}}}