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<!DOCTYPE html> <html > <head> <meta charset="utf-8"> <meta rel="search" type="application/opensearchdescription+xml" href="/open_search.xml" title="Academia.edu"> <meta content="width=device-width, initial-scale=1" name="viewport"> <meta name="google-site-verification" content="bKJMBZA7E43xhDOopFZkssMMkBRjvYERV-NaN4R6mrs"> <meta name="csrf-param" content="authenticity_token" /> <meta name="csrf-token" content="/AfhwrUhyIkXl6GraoLbi4oarI51JXUz0CQtdFDfmUoNF6iAv4D/tOnLlIG9XxRA/Bda9Qs8iCoO6OlxLg+bXA==" /> <meta name="citation_title" content="Oscillations via Spike-Timing Dependent Plasticity in a Feed-Forward Model" /> <meta name="citation_publication_date" content="2016/01/01" /> <meta name="citation_journal_title" content="PLoS computational biology" /> <meta name="citation_author" content="Maoz Shamir" /> <meta name="twitter:card" content="summary" /> <meta name="twitter:url" content="https://www.academia.edu/95888223/Oscillations_via_Spike_Timing_Dependent_Plasticity_in_a_Feed_Forward_Model" /> <meta name="twitter:title" content="Oscillations via Spike-Timing Dependent Plasticity in a Feed-Forward Model" /> <meta name="twitter:description" content="Neuronal oscillatory activity has been reported in relation to a wide range of cognitive processes including the encoding of external stimuli, attention, and learning. Although the specific role of these oscillations has yet to be determined, it is" /> <meta name="twitter:image" content="http://a.academia-assets.com/images/twitter-card.jpeg" /> <meta property="fb:app_id" content="2369844204" /> <meta property="og:type" content="article" /> <meta property="og:url" content="https://www.academia.edu/95888223/Oscillations_via_Spike_Timing_Dependent_Plasticity_in_a_Feed_Forward_Model" /> <meta property="og:title" content="Oscillations via Spike-Timing Dependent Plasticity in a Feed-Forward Model" /> <meta property="og:image" content="http://a.academia-assets.com/images/open-graph-icons/fb-paper.gif" /> <meta property="og:description" content="Neuronal oscillatory activity has been reported in relation to a wide range of cognitive processes including the encoding of external stimuli, attention, and learning. Although the specific role of these oscillations has yet to be determined, it is" /> <meta property="article:author" content="https://bgu.academia.edu/MaozShamir" /> <meta name="description" content="Neuronal oscillatory activity has been reported in relation to a wide range of cognitive processes including the encoding of external stimuli, attention, and learning. Although the specific role of these oscillations has yet to be determined, it is" /> <title>(PDF) Oscillations via Spike-Timing Dependent Plasticity in a Feed-Forward Model | Maoz Shamir - Academia.edu</title> <link rel="canonical" href="https://www.academia.edu/95888223/Oscillations_via_Spike_Timing_Dependent_Plasticity_in_a_Feed_Forward_Model" /> <script async src="https://www.googletagmanager.com/gtag/js?id=G-5VKX33P2DS"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-5VKX33P2DS', { cookie_domain: 'academia.edu', send_page_view: false, }); gtag('event', 'page_view', { 'controller': "single_work", 'action': "show", 'controller_action': 'single_work#show', 'logged_in': 'false', 'edge': 'unknown', // Send nil if there is no A/B test bucket, in case some records get logged // with missing data - that way we can distinguish between the two cases. // ab_test_bucket should be of the form <ab_test_name>:<bucket> 'ab_test_bucket': null, }) </script> <script> var $controller_name = 'single_work'; var $action_name = "show"; var $rails_env = 'production'; var $app_rev = '92477ec68c09d28ae4730a4143c926f074776319'; var $domain = 'academia.edu'; var $app_host = "academia.edu"; var $asset_host = "academia-assets.com"; var $start_time = new Date().getTime(); var $recaptcha_key = "6LdxlRMTAAAAADnu_zyLhLg0YF9uACwz78shpjJB"; var $recaptcha_invisible_key = "6Lf3KHUUAAAAACggoMpmGJdQDtiyrjVlvGJ6BbAj"; var $disableClientRecordHit = false; </script> <script> window.require = { config: function() { return function() {} } } </script> <script> window.Aedu = window.Aedu || {}; window.Aedu.hit_data = null; window.Aedu.serverRenderTime = new Date(1732841695000); window.Aedu.timeDifference = new Date().getTime() - 1732841695000; </script> <script type="application/ld+json">{"@context":"https://schema.org","@type":"ScholarlyArticle","abstract":"Neuronal oscillatory activity has been reported in relation to a wide range of cognitive processes including the encoding of external stimuli, attention, and learning. Although the specific role of these oscillations has yet to be determined, it is clear that neuronal oscillations are abundant in the central nervous system. This raises the question of the origin of these oscillations: are the mechanisms for generating these oscillations genetically hard-wired or can they be acquired via a learning process? Here, we study the conditions under which oscillatory activity emerges through a process of spike timing dependent plasticity (STDP) in a feed-forward architecture. First, we analyze the effect of oscillations on STDP-driven synaptic dynamics of a single synapse, and study how the parameters that characterize the STDP rule and the oscillations affect the resultant synaptic weight. Next, we analyze STDP-driven synaptic dynamics of a pre-synaptic population of neurons onto a single ...","author":[{"@context":"https://schema.org","@type":"Person","name":"Maoz Shamir"}],"contributor":[],"dateCreated":"2023-01-29","dateModified":null,"datePublished":"2016-01-01","headline":"Oscillations via Spike-Timing Dependent Plasticity in a Feed-Forward Model","inLanguage":"en","keywords":["Neuroscience","Physiology","Computer Science","Physics","Biophysics","Infectious Diseases","Medicine","Synaptic Plasticity","Biological Sciences","Population","Mathematical Sciences","Solution","Oscillation","Limit Cycle"],"locationCreated":null,"publication":"PLoS computational biology","publisher":{"@context":"https://schema.org","@type":"Organization","name":null},"image":null,"thumbnailUrl":null,"url":"https://www.academia.edu/95888223/Oscillations_via_Spike_Timing_Dependent_Plasticity_in_a_Feed_Forward_Model","sourceOrganization":[{"@context":"https://schema.org","@type":"EducationalOrganization","name":"bgu"}]}</script><link rel="stylesheet" media="all" href="//a.academia-assets.com/assets/single_work_page/loswp-102fa537001ba4d8dcd921ad9bd56c474abc201906ea4843e7e7efe9dfbf561d.css" /><link rel="stylesheet" media="all" href="//a.academia-assets.com/assets/design_system/body-8d679e925718b5e8e4b18e9a4fab37f7eaa99e43386459376559080ac8f2856a.css" /><link rel="stylesheet" media="all" href="//a.academia-assets.com/assets/design_system/button-3cea6e0ad4715ed965c49bfb15dedfc632787b32ff6d8c3a474182b231146ab7.css" /><link rel="stylesheet" media="all" 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Although the specific role of these oscillations has yet to be determined, it is clear that neuronal oscillations are abundant in the central nervous system. This raises the question of the origin of these oscillations: are the mechanisms for generating these oscillations genetically hard-wired or can they be acquired via a learning process? Here, we study the conditions under which oscillatory activity emerges through a process of spike timing dependent plasticity (STDP) in a feed-forward architecture. First, we analyze the effect of oscillations on STDP-driven synaptic dynamics of a single synapse, and study how the parameters that characterize the STDP rule and the oscillations affect the resultant synaptic weight. 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Although the specific role of these oscillations has yet to be determined, it is clear that neuronal oscillations are abundant in the central nervous system. This raises the question of the origin of these oscillations: are the mechanisms for generating these oscillations genetically hard-wired or can they be acquired via a learning process? Here, we study the conditions under which oscillatory activity emerges through a process of spike timing dependent plasticity (STDP) in a feed-forward architecture. First, we analyze the effect of oscillations on STDP-driven synaptic dynamics of a single synapse, and study how the parameters that characterize the STDP rule and the oscillations affect the resultant synaptic weight. Next, we analyze STDP-driven synaptic dynamics of a pre-synaptic population of neurons onto a single ...</p><div class="ds-work-card--button-container"><button class="ds2-5-button js-swp-download-button" data-signup-modal="{"location":"continue-reading-button--work-card","attachmentId":97942860,"attachmentType":"pdf","workUrl":"https://www.academia.edu/95888223/Oscillations_via_Spike_Timing_Dependent_Plasticity_in_a_Feed_Forward_Model"}">See full PDF</button><button class="ds2-5-button ds2-5-button--secondary js-swp-download-button" data-signup-modal="{"location":"download-pdf-button--work-card","attachmentId":97942860,"attachmentType":"pdf","workUrl":"https://www.academia.edu/95888223/Oscillations_via_Spike_Timing_Dependent_Plasticity_in_a_Feed_Forward_Model"}"><span class="material-symbols-outlined" style="font-size: 20px" translate="no">download</span>Download PDF</button></div></div></div></div><div data-auto_select="false" data-client_id="331998490334-rsn3chp12mbkiqhl6e7lu2q0mlbu0f1b" data-doc_id="97942860" data-landing_url="https://www.academia.edu/95888223/Oscillations_via_Spike_Timing_Dependent_Plasticity_in_a_Feed_Forward_Model" data-login_uri="https://www.academia.edu/registrations/google_one_tap" data-moment_callback="onGoogleOneTapEvent" id="g_id_onload"></div><div class="ds-top-related-works--grid-container"><div class="ds-related-content--container ds-top-related-works--container"><h2 class="ds-related-content--heading">Related papers</h2><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="0" data-entity-id="95888225" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/95888225/Emergence_of_oscillations_via_spike_timing_dependent_plasticity">Emergence of oscillations via spike timing dependent plasticity</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="246424110" href="https://bgu.academia.edu/MaozShamir">Maoz Shamir</a></div><p class="ds-related-work--metadata ds2-5-body-xs">2018</p><p class="ds-related-work--abstract ds2-5-body-sm">Neuronal oscillatory activity has been reported in relation to a wide range of cognitive processes. 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data-author-id="503554" href="https://dtu.academia.edu/STolu">Silvia Tolu</a></div><p class="ds-related-work--metadata ds2-5-body-xs">International Journal of Neural Systems, 2016</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{"location":"wsj-grid-card-download-pdf-modal","work_title":"Oscillation-Driven Spike-Timing Dependent Plasticity Allows Multiple Overlapping Pattern Recognition in Inhibitory Interneuron Networks","attachmentId":74949755,"attachmentType":"pdf","work_url":"https://www.academia.edu/62094623/Oscillation_Driven_Spike_Timing_Dependent_Plasticity_Allows_Multiple_Overlapping_Pattern_Recognition_in_Inhibitory_Interneuron_Networks","alternativeTracking":true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline 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data-author-id="49977551" href="https://independent.academia.edu/LSchwabe">Lars Schwabe</a></div><p class="ds-related-work--metadata ds2-5-body-xs">PLoS ONE, 2014</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{"location":"wsj-grid-card-download-pdf-modal","work_title":"Shaping Synaptic Learning by the Duration of Postsynaptic Action Potential in a New STDP Model","attachmentId":74298755,"attachmentType":"pdf","work_url":"https://www.academia.edu/61168389/Shaping_Synaptic_Learning_by_the_Duration_of_Postsynaptic_Action_Potential_in_a_New_STDP_Model","alternativeTracking":true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-related-work-grid-card-view-pdf" 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