Implications of polychronous neuronal groups for the continuity of mind

Is conceptual space continuous? The answer to this question depends on how concepts are represented in the brain. Vector space representations, which ground conceptual states in the instantaneous firing rates of neurons, have successfully captured cognitive dynamics in a broad range of domains. Ther...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Cognitive processing 2015-11, Vol.16 (4), p.319-323
Hauptverfasser: St. Clair, William Benjamin, Noelle, David C.
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 323
container_issue 4
container_start_page 319
container_title Cognitive processing
container_volume 16
creator St. Clair, William Benjamin
Noelle, David C.
description Is conceptual space continuous? The answer to this question depends on how concepts are represented in the brain. Vector space representations, which ground conceptual states in the instantaneous firing rates of neurons, have successfully captured cognitive dynamics in a broad range of domains. There is a growing body of evidence, however, that conceptual information is encoded in spatiotemporal patterns of neural spikes, sometimes called polychronous neuronal groups (PNGs). The use of PNGs to represent conceptual states, rather than employing a continuous vector space, introduces new challenges, including issues of temporally extended representations, meaning through symbol grounding, compositionality, and representational similarity. In this article, we explore how PNGs support discontinuous transitions between concepts. While the continuous dynamics of vector space approaches require such transitions to activate intermediate and blended concepts, PNGs offer the means to change the activation of concepts discretely, introducing a form of conceptual dynamics unavailable to vector space models.
doi_str_mv 10.1007/s10339-015-0645-5
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1734280590</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>1734280590</sourcerecordid><originalsourceid>FETCH-LOGICAL-c414t-362ff9c1e87712ffd4a946406008be5e72539dc6e82830a585f6a9e0dc33beb23</originalsourceid><addsrcrecordid>eNp9kD9PwzAQxS0EolD4ACwoI0vg_DfOiCoolSqxwGw5jtOmSuxgJ0O_Pa5aOjLdk-69p7sfQg8YnjFA8RIxUFrmgHkOgvGcX6AbLDDJWVHC5VlLMkO3Me4ASAmUXaMZ4YKC5OwGLVf90LVGj613MfNNNvhub7bBOz_FzNkpKd1lm-CnIWaND9m4tZnxbmzd1I77Q6RvXX2HrhrdRXt_mnP0_f72tfjI15_L1eJ1nRuG2ZhTQZqmNNjKosBJ1kyXTDAQALKy3BaE07I2wkoiKWgueSN0aaE2lFa2InSOno69Q_A_k42j6ttobNdpZ9PFCheUEQk8PTpH-Gg1wccYbKOG0PY67BUGdeCnjvxU4qcO_BRPmcdT_VT1tj4n_oAlAzkaYlq5jQ1q56eQEMV_Wn8BXVZ7Ig</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1734280590</pqid></control><display><type>article</type><title>Implications of polychronous neuronal groups for the continuity of mind</title><source>MEDLINE</source><source>Springer Nature - Complete Springer Journals</source><creator>St. Clair, William Benjamin ; Noelle, David C.</creator><creatorcontrib>St. Clair, William Benjamin ; Noelle, David C.</creatorcontrib><description>Is conceptual space continuous? The answer to this question depends on how concepts are represented in the brain. Vector space representations, which ground conceptual states in the instantaneous firing rates of neurons, have successfully captured cognitive dynamics in a broad range of domains. There is a growing body of evidence, however, that conceptual information is encoded in spatiotemporal patterns of neural spikes, sometimes called polychronous neuronal groups (PNGs). The use of PNGs to represent conceptual states, rather than employing a continuous vector space, introduces new challenges, including issues of temporally extended representations, meaning through symbol grounding, compositionality, and representational similarity. In this article, we explore how PNGs support discontinuous transitions between concepts. While the continuous dynamics of vector space approaches require such transitions to activate intermediate and blended concepts, PNGs offer the means to change the activation of concepts discretely, introducing a form of conceptual dynamics unavailable to vector space models.</description><identifier>ISSN: 1612-4782</identifier><identifier>EISSN: 1612-4790</identifier><identifier>DOI: 10.1007/s10339-015-0645-5</identifier><identifier>PMID: 25630854</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Animals ; Artificial Intelligence ; Behavioral Sciences ; Biomedical and Life Sciences ; Biomedicine ; Brain - cytology ; Brain - physiology ; Concept Formation - physiology ; Humans ; Models, Neurological ; Nerve Net ; Neurons - physiology ; Neurosciences ; Short Report</subject><ispartof>Cognitive processing, 2015-11, Vol.16 (4), p.319-323</ispartof><rights>Marta Olivetti Belardinelli and Springer-Verlag Berlin Heidelberg 2015</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c414t-362ff9c1e87712ffd4a946406008be5e72539dc6e82830a585f6a9e0dc33beb23</citedby><cites>FETCH-LOGICAL-c414t-362ff9c1e87712ffd4a946406008be5e72539dc6e82830a585f6a9e0dc33beb23</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s10339-015-0645-5$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s10339-015-0645-5$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27901,27902,41464,42533,51294</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25630854$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>St. Clair, William Benjamin</creatorcontrib><creatorcontrib>Noelle, David C.</creatorcontrib><title>Implications of polychronous neuronal groups for the continuity of mind</title><title>Cognitive processing</title><addtitle>Cogn Process</addtitle><addtitle>Cogn Process</addtitle><description>Is conceptual space continuous? The answer to this question depends on how concepts are represented in the brain. Vector space representations, which ground conceptual states in the instantaneous firing rates of neurons, have successfully captured cognitive dynamics in a broad range of domains. There is a growing body of evidence, however, that conceptual information is encoded in spatiotemporal patterns of neural spikes, sometimes called polychronous neuronal groups (PNGs). The use of PNGs to represent conceptual states, rather than employing a continuous vector space, introduces new challenges, including issues of temporally extended representations, meaning through symbol grounding, compositionality, and representational similarity. In this article, we explore how PNGs support discontinuous transitions between concepts. While the continuous dynamics of vector space approaches require such transitions to activate intermediate and blended concepts, PNGs offer the means to change the activation of concepts discretely, introducing a form of conceptual dynamics unavailable to vector space models.</description><subject>Animals</subject><subject>Artificial Intelligence</subject><subject>Behavioral Sciences</subject><subject>Biomedical and Life Sciences</subject><subject>Biomedicine</subject><subject>Brain - cytology</subject><subject>Brain - physiology</subject><subject>Concept Formation - physiology</subject><subject>Humans</subject><subject>Models, Neurological</subject><subject>Nerve Net</subject><subject>Neurons - physiology</subject><subject>Neurosciences</subject><subject>Short Report</subject><issn>1612-4782</issn><issn>1612-4790</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kD9PwzAQxS0EolD4ACwoI0vg_DfOiCoolSqxwGw5jtOmSuxgJ0O_Pa5aOjLdk-69p7sfQg8YnjFA8RIxUFrmgHkOgvGcX6AbLDDJWVHC5VlLMkO3Me4ASAmUXaMZ4YKC5OwGLVf90LVGj613MfNNNvhub7bBOz_FzNkpKd1lm-CnIWaND9m4tZnxbmzd1I77Q6RvXX2HrhrdRXt_mnP0_f72tfjI15_L1eJ1nRuG2ZhTQZqmNNjKosBJ1kyXTDAQALKy3BaE07I2wkoiKWgueSN0aaE2lFa2InSOno69Q_A_k42j6ttobNdpZ9PFCheUEQk8PTpH-Gg1wccYbKOG0PY67BUGdeCnjvxU4qcO_BRPmcdT_VT1tj4n_oAlAzkaYlq5jQ1q56eQEMV_Wn8BXVZ7Ig</recordid><startdate>20151101</startdate><enddate>20151101</enddate><creator>St. Clair, William Benjamin</creator><creator>Noelle, David C.</creator><general>Springer Berlin Heidelberg</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20151101</creationdate><title>Implications of polychronous neuronal groups for the continuity of mind</title><author>St. Clair, William Benjamin ; Noelle, David C.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c414t-362ff9c1e87712ffd4a946406008be5e72539dc6e82830a585f6a9e0dc33beb23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Animals</topic><topic>Artificial Intelligence</topic><topic>Behavioral Sciences</topic><topic>Biomedical and Life Sciences</topic><topic>Biomedicine</topic><topic>Brain - cytology</topic><topic>Brain - physiology</topic><topic>Concept Formation - physiology</topic><topic>Humans</topic><topic>Models, Neurological</topic><topic>Nerve Net</topic><topic>Neurons - physiology</topic><topic>Neurosciences</topic><topic>Short Report</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>St. Clair, William Benjamin</creatorcontrib><creatorcontrib>Noelle, David C.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Cognitive processing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>St. Clair, William Benjamin</au><au>Noelle, David C.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Implications of polychronous neuronal groups for the continuity of mind</atitle><jtitle>Cognitive processing</jtitle><stitle>Cogn Process</stitle><addtitle>Cogn Process</addtitle><date>2015-11-01</date><risdate>2015</risdate><volume>16</volume><issue>4</issue><spage>319</spage><epage>323</epage><pages>319-323</pages><issn>1612-4782</issn><eissn>1612-4790</eissn><abstract>Is conceptual space continuous? The answer to this question depends on how concepts are represented in the brain. Vector space representations, which ground conceptual states in the instantaneous firing rates of neurons, have successfully captured cognitive dynamics in a broad range of domains. There is a growing body of evidence, however, that conceptual information is encoded in spatiotemporal patterns of neural spikes, sometimes called polychronous neuronal groups (PNGs). The use of PNGs to represent conceptual states, rather than employing a continuous vector space, introduces new challenges, including issues of temporally extended representations, meaning through symbol grounding, compositionality, and representational similarity. In this article, we explore how PNGs support discontinuous transitions between concepts. While the continuous dynamics of vector space approaches require such transitions to activate intermediate and blended concepts, PNGs offer the means to change the activation of concepts discretely, introducing a form of conceptual dynamics unavailable to vector space models.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><pmid>25630854</pmid><doi>10.1007/s10339-015-0645-5</doi><tpages>5</tpages></addata></record>
fulltext fulltext
identifier ISSN: 1612-4782
ispartof Cognitive processing, 2015-11, Vol.16 (4), p.319-323
issn 1612-4782
1612-4790
language eng
recordid cdi_proquest_miscellaneous_1734280590
source MEDLINE; Springer Nature - Complete Springer Journals
subjects Animals
Artificial Intelligence
Behavioral Sciences
Biomedical and Life Sciences
Biomedicine
Brain - cytology
Brain - physiology
Concept Formation - physiology
Humans
Models, Neurological
Nerve Net
Neurons - physiology
Neurosciences
Short Report
title Implications of polychronous neuronal groups for the continuity of mind
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-02T11%3A29%3A51IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Implications%20of%20polychronous%20neuronal%20groups%20for%20the%20continuity%20of%20mind&rft.jtitle=Cognitive%20processing&rft.au=St.%20Clair,%20William%20Benjamin&rft.date=2015-11-01&rft.volume=16&rft.issue=4&rft.spage=319&rft.epage=323&rft.pages=319-323&rft.issn=1612-4782&rft.eissn=1612-4790&rft_id=info:doi/10.1007/s10339-015-0645-5&rft_dat=%3Cproquest_cross%3E1734280590%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=1734280590&rft_id=info:pmid/25630854&rfr_iscdi=true